Background Information

Sample Size

Age Range Baseline 1

Age Totals Baseline 1

Age Range Baseline 2

Age Totals Baseline 2

School Baseline 1

School Baseline 2

Sport Baseline 1

Sport Baseline 2

Baseline Percent Increase from Test 1 to Test 2

Verbal Memory - Baseline 2 Increase Only

10,441 individuals (55.72%) increased their verbal memory composite score on the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 79 points with a standard deviation of 9.32. The minimum score was observed to be 42, and the maximum score was observed to be 99.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 88.76 points with a standard deviation of 8.12. The minimum score was observed to be 54, and the maximum score was observed to be 100.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 9.76 points with a standard deviation of 6.94 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 44.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 13.14% increase with a standard deviation of a 10.71% increase.

Percent Increase Density Plot

Verbal Memory - Increase on all Five Scores

This section summarizes the verbal memory composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 78.19 points with a standard deviation of 9.59. The minimum score was observed to be 43, and the maximum score was observed to be 99.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 88.6 points with a standard deviation of 7.97. The minimum score was observed to be 56, and the maximum score was observed to be 100.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 9.37 points with a standard deviation of 6.76 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 44.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 14.27% increase with a standard deviation of a 11.69% increase.

Percent Increase Density Plot

Verbal Memory Paired T-Test Results

A paired T-test was used to compare the mean verbal memory composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the second baseline test administration (M = 84.74) than the first baseline test administration (M = 82.63), t(18737) = -26.327, p < .01.

Boxplot

T-Test Results

## 
##  Paired t-test
## 
## data:  mem_verbal_1 and mem_verbal_2
## t = -26.327, df = 18737, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -2.262784 -1.949192
## sample estimates:
## mean of the differences 
##               -2.105988

Baseline 1 Total Descriptive Statistics

Baseline 1 Total Score Histogram

Baseline 2 Total Descriptive Statistics

Baseline 2 Total Score Histogram

Visual Memory - Baseline 2 Increase Only

11,137 individuals (59.43%) increased their visual memory composite score on the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 68.33 points with a standard deviation of 12.13. The minimum score was observed to be 22, and the maximum score was observed to be 99.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 80.44 points with a standard deviation of 10.71. The minimum score was observed to be 38, and the maximum score was observed to be 100.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 12.1 points with a standard deviation of 8.58 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 53.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 19.74% increase with a standard deviation of a 17.64% increase.

Percent Increase Density Plot

Visual Memory - Increase on all Five Scores

This section summarizes the visual memory composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 67.55 points with a standard deviation of 12.2. The minimum score was observed to be 26, and the maximum score was observed to be 95.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 80.78 points with a standard deviation of 10.32. The minimum score was observed to be 46, and the maximum score was observed to be 100.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 13.23 points with a standard deviation of 9.04 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 49.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 21.96% increase with a standard deviation of a 19.17% increase.

Percent Increase Density Plot

Visual Memory Paired T-Test Results

A paired T-test was used to compare the mean visual memory composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the second baseline test administration (M = 76.14) than the first baseline test administration (M = 72.5), t(18738) = -38.047, p < .01.

Boxplot

T-Test Results

## 
##  Paired t-test
## 
## data:  mem_visual_1 and mem_visual_2
## t = -38.047, df = 18738, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -3.826403 -3.451467
## sample estimates:
## mean of the differences 
##               -3.638935

Baseline 1 Total Descriptive Statistics

Baseline 1 Total Score Histogram

Baseline 2 Total Descriptive Statistics

Baseline 2 Total Score Histogram

Visual Motor - Baseline 2 Score Increase Only

14,355 individuals (76.60%) increased their visual motor composite score on the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 33.26 points with a standard deviation of 6.46. The minimum score was observed to be 1.13, and the maximum score was observed to be 52.88.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 38.81 points with a standard deviation of 6.3. The minimum score was observed to be 12.05, and the maximum score was observed to be 54.25.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 5.55 points with a standard deviation of 3.97 points. The mininum point increase was observed to be 0.02, while the maximum point increase was observed to be 37.35.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 18.8% increase with a standard deviation of a 22.17% increase.

Percent Increase Density Plot

Visual Motor - Increase on all Five Scores

This section summarizes the reaction time composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 32.15 points with a standard deviation of 6.26. The minimum score was observed to be 11.75, and the maximum score was observed to be 50.13.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 38.7 points with a standard deviation of 6.12. The minimum score was observed to be 13.3, and the maximum score was observed to be 53.25.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 6.56 points with a standard deviation of 4.21 points. The mininum point increase was observed to be 0.02, while the maximum point increase was observed to be 32.55.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 22.82% increase with a standard deviation of a 21.77% increase.

Percent Increase Density Plot

Visual Motor Paired T-Test Results

A paired T-test was used to compare the reaction time composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the second baseline test administration (M = 37.64) than the first baseline test administration (M = 34.15), t(18738) = -89.275, p < .01.

Boxplot

T-Test Results

## 
##  Paired t-test
## 
## data:  visual_motor_1 and visual_motor_2
## t = -89.275, df = 18738, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -3.569844 -3.416455
## sample estimates:
## mean of the differences 
##                -3.49315

Baseline 1 Total Descriptive Statistics

Baseline 1 Total Score Histogram

Baseline 2 Total Descriptive Statistics

Baseline 2 Total Score Histogram

Impulse Control - Baseline 2 Score Increase Only

9,023 individuals (48.15%) increased their impulse control composite score on the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 9.64 points with a standard deviation of 5.36. The minimum score was observed to be 1, and the maximum score was observed to be 30.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 5.14 points with a standard deviation of 3.6. The minimum score was observed to be 0, and the maximum score was observed to be 27.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 4.5 points with a standard deviation of 3.76 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 27.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 46.68% increase with a standard deviation of 23.37% increase.

Percent Increase Density Plot

Impulse Control - Increase on all Five Scores

This section summarizes the impulse control composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 9.98 points with a standard deviation of 5.58. The minimum score was observed to be 1, and the maximum score was observed to be 30.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 5.18 points with a standard deviation of 3.55. The minimum score was observed to be 0, and the maximum score was observed to be 26.

Baseline 2 Histogram

Score Increase Summary

The average point increase from baseline 1 to baseline 2 was observed to be 4.79 points with a standard deviation of 4.08 points. The mininum point increase was observed to be 1, while the maximum point increase was observed to be 25.

Score Increase Histogram

Percent Increase Summary

The average percent increase from baseline 1 to baseline 2 was observed to be a 47.13% increase with a standard deviation of a 23.26% increase.

Percent Increase Density Plot

Impulse Control Paired T-Test Results

A paired T-test was used to compare the impulse control composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals scored significantly higher on the first baseline test administration (M = 7.41) than the second baseline test administration (M = 6.99), t(18738) = 10.641, p < .001.

Boxplot

T-Test Results

## 
##  Paired t-test
## 
## data:  impulse_control_1 and impulse_control_2
## t = 10.641, df = 18738, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  0.3393532 0.4926016
## sample estimates:
## mean of the differences 
##               0.4159774

Baseline 1 Total Descriptive Statistics

Baseline 1 Total Score Histogram

Baseline 2 Total Descriptive Statistics

Baseline 2 Total Score Histogram

Reaction Time - Baseline 2 Score Increase Only

11,084 individuals (59.15%) improved their reaction time composite score on the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 0.67 points with a standard deviation of 0.11. The minimum score (indicating faster reaction time) was observed to be 0.44, and the maximum score (indicating slower reaction time) was observed to be 2.85.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 0.59 points with a standard deviation of 0.07. The minimum score was observed to be -0.18, and the maximum score was observed to be 1.03.

Baseline 2 Histogram

Score Increase Summary

The average point decrease (indicating better performance for the reaction time composite test) from baseline 1 to baseline 2 was observed to be 0.08 points with a standard deviation of 0.08 points. The mininum point decrease (indicative of better performance) was observed to be 0.01, while the maximum point decrease was observed to be 2.36.

Score Increase Histogram

Percent Increase Summary

The average percent decrease from baseline 1 to baseline 2 was observed to be a 11.36% increase with a standard deviation of a 8.36% decrease.

Percent Increase Density Plot

Reaction Time - Increase on all Five Scores

This section summarizes the reaction time composite score for the 1,653 individuals who achieved a higher score on all five composite scores of the second baseline test administration.

Baseline 1 Summary

The average Baseline 1 score was observed to be 0.67 points with a standard deviation of 0.11. The minimum score was observed to be 0.46 (indicative of faster reaction time), and the maximum score was observed to be 1.89.

Baseline 1 Histogram

Baseline 2 Summary

The average Baseline 2 score was observed to be 0.59 points with a standard deviation of 0.07. The minimum score was observed to be 0.41, and the maximum score was observed to be 0.9.

Baseline 2 Histogram

Score Increase Summary

The average point decrease from baseline 1 to baseline 2 was observed to be 0.08 points with a standard deviation of 0.08 points. The mininum point decrease was observed to be 0.01, while the maximum point decrease was observed to be 1.08.

Score Increase Histogram

Percent Increase Summary

The average percent decrease from baseline 1 to baseline 2 was observed to be a 11.33% decrease with a standard deviation of a 8.33% decrease.

Percent Increase Density Plot

Reaction Time Paired T-Test Results

A paired T-test was used to compare the reaction time composite scores of all 18,739 individuals who completed two baseline assessments. On average, individuals demonstrated a faster reaction time on the second baseline test administration (M = 0.62) than the first baseline test administration (M = 0.64), t(18737) = 27.658, p < .01.

Boxplot

T-Test Results

## 
##  Paired t-test
## 
## data:  reaction_time_1 and reaction_time_2
## t = 27.658, df = 18737, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  0.02063598 0.02378392
## sample estimates:
## mean of the differences 
##              0.02220995

Baseline 1 Total Descriptive Statistics

Baseline 1 Total Score Histogram

Baseline 2 Total Descriptive Statistics

Baseline 2 Total Score Histogram

What is the relationship between age and point increase on baseline testing?

To explore the relationship between age and point increase on baseline testing, indivuals ages 10-18 on both baseline tests were included from the sample of individuals who achieved positive gain on at least one baseline test domain. This new sample consists of 18,371 individuals.

Verbal Memory

Baseline 1 Score Plot

Baseline 2 Score Plot

Baseline Point Increase

Baseline 1 Model

On average, 10 year olds obtained a score of 78.03. On average:

  • Age 11 scored 1.08 points higher
  • Age 12 scored .50 points higher
  • Age 13 scored 0.99 points higher
  • Age 14 scored 1.22 points higher
  • Age 15 scored 1.49 points higher
  • Age 16 scored 1.49 points higher
  • Age 17 scored 9.70 points lower

None of these differences in performance are significantly different.

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ user_age_1, 
##     data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -37.016  -6.109   0.467   6.752  20.970 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   78.0297     0.6549 119.149   <2e-16 ***
## user_age_111   1.0793     0.7169   1.506   0.1322    
## user_age_112   0.5030     0.6935   0.725   0.4682    
## user_age_113   0.9861     0.6680   1.476   0.1399    
## user_age_114   1.2180     0.6861   1.775   0.0759 .  
## user_age_115   1.4917     0.7970   1.872   0.0613 .  
## user_age_116   1.4864     1.3514   1.100   0.2714    
## user_age_117  -9.6964     5.4136  -1.791   0.0733 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.308 on 10421 degrees of freedom
##   (7942 observations deleted due to missingness)
## Multiple R-squared:  0.00129,    Adjusted R-squared:  0.0006189 
## F-statistic: 1.923 on 7 and 10421 DF,  p-value: 0.06182

Baseline 2 Model

On average, scores increase with age, but none of the differences between ages are significantly different.

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ user_age_2, 
##     data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -33.707  -5.002   1.171   6.998  13.077 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   87.2500     2.8681  30.420   <2e-16 ***
## user_age_211  -0.3269     3.0809  -0.106    0.915    
## user_age_212   1.0214     2.9007   0.352    0.725    
## user_age_213   1.7524     2.8774   0.609    0.543    
## user_age_214   1.5944     2.8735   0.555    0.579    
## user_age_215   1.4565     2.8705   0.507    0.612    
## user_age_216   1.5795     2.8748   0.549    0.583    
## user_age_217   1.0199     2.9377   0.347    0.728    
## user_age_218   5.7500     5.4921   1.047    0.295    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.112 on 10420 degrees of freedom
##   (7942 observations deleted due to missingness)
## Multiple R-squared:  0.0006996,  Adjusted R-squared:  -6.76e-05 
## F-statistic: 0.9119 on 8 and 10420 DF,  p-value: 0.5052

Score Increase Model

On average, individuals age 10 at the time of the second baseline test increased their score by 8.75 points. The only significant difference in this model is that, on average, individuals age 18 at the time of the second baseline test experienced a point gain 9.92 points higher than the gain of 10 year olds.

## 
## Call:
## lm(formula = memory_verbal_diff ~ user_age_2, data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -12.667  -5.659  -1.659   4.102  34.102 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)    8.7500     2.4540   3.566 0.000365 ***
## user_age_211   1.3654     2.6360   0.518 0.604490    
## user_age_212   1.3443     2.4819   0.542 0.588080    
## user_age_213   1.1481     2.4619   0.466 0.640969    
## user_age_214   1.1571     2.4586   0.471 0.637911    
## user_age_215   0.9092     2.4561   0.370 0.711251    
## user_age_216   0.9531     2.4597   0.388 0.698393    
## user_age_217   0.9555     2.5135   0.380 0.703838    
## user_age_218   9.9167     4.6991   2.110 0.034852 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.941 on 10420 degrees of freedom
##   (7942 observations deleted due to missingness)
## Multiple R-squared:  0.0008274,  Adjusted R-squared:  6.024e-05 
## F-statistic: 1.079 on 8 and 10420 DF,  p-value: 0.3747

Visual Memory

Baseline 1 Score Plot

Baseline 2 Score Plot

Baseline Point Increase

Baseline 1 Model

On average, 10 year olds obtained a score of 66.97. Significant differences include:

  • On average, individuals age 11 scored 1.77 points higher (p = .04)
  • On average, individuals age 14 scored 1.74 points higher (p = .03)
## 
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ user_age_1, 
##     data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -46.259  -8.719   0.834   8.834  30.741 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   66.9749     0.7847  85.355   <2e-16 ***
## user_age_111   1.7652     0.8665   2.037   0.0417 *  
## user_age_112   1.2841     0.8371   1.534   0.1251    
## user_age_113   1.1907     0.8022   1.484   0.1377    
## user_age_114   1.7436     0.8253   2.113   0.0346 *  
## user_age_115   1.6462     0.9724   1.693   0.0905 .  
## user_age_116   1.1174     1.6969   0.658   0.5102    
## user_age_117   3.0251     5.4814   0.552   0.5810    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 12.13 on 11116 degrees of freedom
##   (7247 observations deleted due to missingness)
## Multiple R-squared:  0.0007132,  Adjusted R-squared:  8.397e-05 
## F-statistic: 1.133 on 7 and 11116 DF,  p-value: 0.3385

Baseline 2 Model

No significant differences in model.

## 
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ user_age_2, 
##     data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -42.446  -6.933   0.554   8.554  21.846 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  79.08333    3.08992  25.594   <2e-16 ***
## user_age_211 -0.92949    3.42796  -0.271    0.786    
## user_age_212  1.49457    3.14200   0.476    0.634    
## user_age_213  1.84937    3.10331   0.596    0.551    
## user_age_214  1.53923    3.09831   0.497    0.619    
## user_age_215  1.36276    3.09355   0.441    0.660    
## user_age_216  0.95088    3.10014   0.307    0.759    
## user_age_217 -0.07292    3.18502  -0.023    0.982    
## user_age_218  8.25000    6.90928   1.194    0.232    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.7 on 11115 degrees of freedom
##   (7247 observations deleted due to missingness)
## Multiple R-squared:  0.00121,    Adjusted R-squared:  0.0004913 
## F-statistic: 1.683 on 8 and 11115 DF,  p-value: 0.09688

Score Increase Model

No significant differences in model.

## 
## Call:
## lm(formula = memory_visual_diff ~ user_age_2, data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -11.467  -7.068  -2.068   4.932  40.755 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)    10.417      2.478   4.204 2.64e-05 ***
## user_age_211    1.679      2.749   0.611    0.541    
## user_age_212    2.051      2.519   0.814    0.416    
## user_age_213    1.829      2.488   0.735    0.462    
## user_age_214    1.673      2.484   0.673    0.501    
## user_age_215    1.651      2.480   0.666    0.506    
## user_age_216    1.666      2.486   0.670    0.503    
## user_age_217    1.323      2.554   0.518    0.604    
## user_age_218    3.583      5.540   0.647    0.518    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.583 on 11115 degrees of freedom
##   (7247 observations deleted due to missingness)
## Multiple R-squared:  0.0001865,  Adjusted R-squared:  -0.0005331 
## F-statistic: 0.2592 on 8 and 11115 DF,  p-value: 0.9787

Visual Motor

Baseline 1 Score Plot

Baseline 2 Score Plot

Baseline Point Increase

Baseline 1 Model

This model is sigificant. The age coefficient accounts for 2.1% of the variability in scores. On average, individuals age 10 obtained a score of 29.89. The following differences are significant. On average:

  • Age 11 scored 1.48 points higher (p = .0001)
  • Age 12 scored 2.85 points higher (p < .0001)
  • Age 13 scored 3.67 points higher (p < .0001)
  • Age 14 scored 4.32 points higher (p < .0001)
  • Age 15 scored 4.27 points higher (p < .0001)
  • Age 16 scored 4.43 points higher (p < .0001)
  • Age 17 scored 11.91 points higher (p = .008)
## 
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ user_age_1, 
##     data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -33.078  -4.038  -0.034   4.252  19.316 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   29.8910     0.3522  84.864  < 2e-16 ***
## user_age_111   1.4871     0.3890   3.823 0.000132 ***
## user_age_112   2.8469     0.3762   7.568 4.02e-14 ***
## user_age_113   3.6734     0.3605  10.189  < 2e-16 ***
## user_age_114   4.3173     0.3730  11.576  < 2e-16 ***
## user_age_115   4.2696     0.4548   9.388  < 2e-16 ***
## user_age_116   4.4312     0.8511   5.207 1.95e-07 ***
## user_age_117  11.9140     4.5312   2.629 0.008565 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.389 on 14330 degrees of freedom
##   (4033 observations deleted due to missingness)
## Multiple R-squared:  0.02237,    Adjusted R-squared:  0.02189 
## F-statistic: 46.84 on 7 and 14330 DF,  p-value: < 2.2e-16

Baseline 2 Model

Some significant differences in the model. Individuals age 10, on average, obtained a score of 34.07. Significant differences include, on aveage:

  • Individuals age 15 scored 5.13 points higher (p = .03)
  • Individuals age 16 scored 5.18 points higher (p = .03)
## 
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ user_age_2, 
##     data = baseline_age_factor)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -26.7165  -4.4493  -0.0968   4.6807  15.9912 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   34.0671     2.3704  14.372   <2e-16 ***
## user_age_211   0.8443     2.5027   0.337   0.7358    
## user_age_212   2.5917     2.3873   1.086   0.2777    
## user_age_213   3.9413     2.3750   1.659   0.0970 .  
## user_age_214   4.5501     2.3732   1.917   0.0552 .  
## user_age_215   5.1322     2.3716   2.164   0.0305 *  
## user_age_216   5.1794     2.3741   2.182   0.0292 *  
## user_age_217   3.8971     2.4063   1.620   0.1054    
## user_age_218   4.5289     3.6722   1.233   0.2175    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.271 on 14329 degrees of freedom
##   (4033 observations deleted due to missingness)
## Multiple R-squared:  0.01087,    Adjusted R-squared:  0.01032 
## F-statistic: 19.68 on 8 and 14329 DF,  p-value: < 2.2e-16

Score Increase Model

No significant differences in model.

## 
## Call:
## lm(formula = visual_motor_diff ~ user_age_2, data = baseline_age_factor)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -6.176 -2.962 -0.655  2.142 31.918 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)  
## (Intercept)     3.596      1.495   2.405   0.0162 *
## user_age_211    1.202      1.579   0.762   0.4463  
## user_age_212    2.408      1.506   1.599   0.1098  
## user_age_213    2.541      1.498   1.696   0.0898 .
## user_age_214    2.036      1.497   1.360   0.1739  
## user_age_215    1.837      1.496   1.228   0.2196  
## user_age_216    1.639      1.497   1.095   0.2737  
## user_age_217    1.826      1.518   1.203   0.2290  
## user_age_218    4.310      2.316   1.861   0.0628 .
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.956 on 14329 degrees of freedom
##   (4033 observations deleted due to missingness)
## Multiple R-squared:  0.00506,    Adjusted R-squared:  0.004504 
## F-statistic: 9.108 on 8 and 14329 DF,  p-value: 1.424e-12

Impulse Control

Baseline 1 Score Plot

Baseline 2 Score Plot

Baseline Point Increase

Baseline 1 Model

On average, individuals age 10 obtained a score of 10.86. The following differences are significant. On average:

  • Age 12 scored 0.89 points lower (better performance) (p = .04)
  • Age 13 scored 1.25 points lower (p = .002)
  • Age 14 scored 1.58 points lower (p = .0001)
  • Age 15 scored 1.88 points lower (p = .0001)
  • Age 16 scored 3.17 points lower (p = .0001)
## 
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ user_age_1, 
##     data = baseline_age_factor)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -9.199 -3.611 -1.199  2.722 21.017 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   10.8629     0.4043  26.867  < 2e-16 ***
## user_age_111  -0.6640     0.4442  -1.495 0.134992    
## user_age_112  -0.8912     0.4281  -2.082 0.037390 *  
## user_age_113  -1.2521     0.4123  -3.037 0.002396 ** 
## user_age_114  -1.5849     0.4243  -3.735 0.000189 ***
## user_age_115  -1.8798     0.4940  -3.805 0.000143 ***
## user_age_116  -3.1705     0.8448  -3.753 0.000176 ***
## user_age_117  -6.3629     3.8037  -1.673 0.094396 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.349 on 8999 degrees of freedom
##   (9364 observations deleted due to missingness)
## Multiple R-squared:  0.005091,   Adjusted R-squared:  0.004317 
## F-statistic: 6.579 on 7 and 8999 DF,  p-value: 8.957e-08

Baseline 2 Model

No significant differences in model.

## 
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ user_age_2, 
##     data = baseline_age_factor)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -6.6842 -2.5220 -0.8505  1.9795 22.1495 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)   
## (Intercept)    4.4000     1.6077   2.737  0.00621 **
## user_age_211   2.2842     1.7102   1.336  0.18169   
## user_age_212   1.2245     1.6221   0.755  0.45032   
## user_age_213   1.1220     1.6116   0.696  0.48632   
## user_age_214   0.9790     1.6099   0.608  0.54311   
## user_age_215   0.6205     1.6086   0.386  0.69973   
## user_age_216   0.4505     1.6103   0.280  0.77966   
## user_age_217   0.4366     1.6337   0.267  0.78929   
## user_age_218  -1.6000     2.2736  -0.704  0.48162   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.595 on 8998 degrees of freedom
##   (9364 observations deleted due to missingness)
## Multiple R-squared:  0.005475,   Adjusted R-squared:  0.004591 
## F-statistic: 6.192 on 8 and 8998 DF,  p-value: 5.287e-08

Score Increase Model

No significant differences in model.

## 
## Call:
## lm(formula = impulse_control_diff ~ user_age_2, data = baseline_age_factor)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -4.163 -2.544 -1.398  1.457 22.602 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)  
## (Intercept)    3.8000     1.6822   2.259   0.0239 *
## user_age_211   0.7526     1.7895   0.421   0.6741  
## user_age_212   1.0773     1.6973   0.635   0.5257  
## user_age_213   0.8100     1.6863   0.480   0.6310  
## user_age_214   0.7432     1.6845   0.441   0.6591  
## user_age_215   0.5981     1.6832   0.355   0.7224  
## user_age_216   0.7443     1.6850   0.442   0.6587  
## user_age_217   1.3634     1.7095   0.798   0.4252  
## user_age_218   0.6000     2.3790   0.252   0.8009  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.762 on 8998 degrees of freedom
##   (9364 observations deleted due to missingness)
## Multiple R-squared:  0.001342,   Adjusted R-squared:  0.0004545 
## F-statistic: 1.512 on 8 and 8998 DF,  p-value: 0.1472

Reaction Time

Baseline 1 Score Plot

Baseline 2 Score Plot

Baseline Point Increase

Baseline 1 Model

On average, individuals age 10 obtained a score of 0.72. The following differences are significant. On average:

  • Age 11 scored 0.02 points lower (better performance) (p = .01)
  • Age 12 scored 0.05 points lower (p < .0001)
  • Age 13 scored 0.06 points lower (p < .0001)
  • Age 14 scored 0.07 points lower (p < .0001)
  • Age 15 scored 0.07 points lower (p < .0001)
  • Age 16 scored 0.05 points lower (p = .002)
## 
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ user_age_1, 
##     data = baseline_age_factor)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.24387 -0.06539 -0.01539  0.04526  2.18461 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   0.721946   0.006745 107.029  < 2e-16 ***
## user_age_111 -0.018074   0.007435  -2.431  0.01507 *  
## user_age_112 -0.047935   0.007218  -6.641 3.25e-11 ***
## user_age_113 -0.056553   0.006908  -8.187 2.97e-16 ***
## user_age_114 -0.067210   0.007146  -9.405  < 2e-16 ***
## user_age_115 -0.066374   0.008599  -7.718 1.28e-14 ***
## user_age_116 -0.050377   0.016577  -3.039  0.00238 ** 
## user_age_117 -0.021946   0.062796  -0.349  0.72674    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1081 on 11060 degrees of freedom
##   (7303 observations deleted due to missingness)
## Multiple R-squared:  0.02107,    Adjusted R-squared:  0.02045 
## F-statistic: 34.01 on 7 and 11060 DF,  p-value: < 2.2e-16

Baseline 2 Model

On average, individuals age 10 obtained a score of 0.69. The following differences are significant. On average:

  • Age 12 scored 0.07 points lower (better performance) (p = .0003)
  • Age 13 scored 0.09 points lower (p < .0001)
  • Age 14 scored 0.10 points lower (p < .0001)
  • Age 15 scored 0.11 points lower (p < .0001)
  • Age 16 scored 0.11 points lower (p < .0001)
  • Age 17 scored 0.10 points lower (p < .0001)
## 
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ user_age_2, 
##     data = baseline_age_factor)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.78171 -0.04912 -0.00312  0.03898  0.44688 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   0.69083    0.01957  35.292  < 2e-16 ***
## user_age_211 -0.04129    0.02131  -1.938 0.052617 .  
## user_age_212 -0.07219    0.01988  -3.632 0.000283 ***
## user_age_213 -0.08912    0.01966  -4.533 5.87e-06 ***
## user_age_214 -0.10171    0.01963  -5.182 2.23e-07 ***
## user_age_215 -0.10771    0.01960  -5.496 3.97e-08 ***
## user_age_216 -0.10981    0.01964  -5.591 2.32e-08 ***
## user_age_217 -0.10371    0.02024  -5.124 3.04e-07 ***
## user_age_218 -0.06083    0.03915  -1.554 0.120243    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.06781 on 11059 degrees of freedom
##   (7303 observations deleted due to missingness)
## Multiple R-squared:  0.02319,    Adjusted R-squared:  0.02248 
## F-statistic: 32.81 on 8 and 11059 DF,  p-value: < 2.2e-16

Score Increase Model

No significant differences in model.

## 
## Call:
## lm(formula = reaction_time_diff ~ user_age_2, data = baseline_age_factor)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.08523 -0.05003 -0.02003  0.02740  2.27997 
## 
## Coefficients:
##                Estimate Std. Error t value Pr(>|t|)   
## (Intercept)   8.000e-02  2.435e-02   3.285  0.00102 **
## user_age_211  1.523e-02  2.651e-02   0.575  0.56556   
## user_age_212  3.995e-03  2.473e-02   0.162  0.87168   
## user_age_213  1.011e-02  2.446e-02   0.413  0.67941   
## user_age_214  2.599e-03  2.442e-02   0.106  0.91522   
## user_age_215  3.392e-05  2.438e-02   0.001  0.99889   
## user_age_216 -2.048e-03  2.444e-02  -0.084  0.93320   
## user_age_217  5.172e-04  2.518e-02   0.021  0.98361   
## user_age_218 -3.250e-02  4.871e-02  -0.667  0.50462   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.08436 on 11059 degrees of freedom
##   (7303 observations deleted due to missingness)
## Multiple R-squared:  0.001992,   Adjusted R-squared:  0.00127 
## F-statistic: 2.759 on 8 and 11059 DF,  p-value: 0.004807

What is the relationship between school attended and point increase on baseline testing?

To explore the relationship between school attended and point increase on baseline testing, schools with 100 or more individuals who completed two baseline tests were included from the sample of individuals who achieved positive gain on at least one baseline test domain. This new sample consists of 17,641 individuals.

Verbal Memory

Baseline 1 Model

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ org_name_1, 
##     data = baseline_school)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -36.543  -6.201   0.670   6.783  21.438 
## 
## Coefficients:
##                                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                          78.1909091  0.8810678  88.746  < 2e-16 ***
## org_name_1Anuenue Schools             0.2090909  1.4128516   0.148  0.88235    
## org_name_1Campbell High School        1.3769301  1.0978981   1.254  0.20982    
## org_name_1Castle High School         -0.3042424  1.0300080  -0.295  0.76771    
## org_name_1Damien Memorial School     -0.6204866  1.0377632  -0.598  0.54992    
## org_name_1Farrington High School      0.1318757  1.0229881   0.129  0.89743    
## org_name_1Hanalani School            -0.6291807  1.1416586  -0.551  0.58157    
## org_name_1Hawaii Baptist Academy      2.0392496  1.0559986   1.931  0.05350 .  
## org_name_1Hilo High School            0.2350168  1.1416586   0.206  0.83691    
## org_name_1Honokaa High School        -1.9248540  1.2488726  -1.541  0.12328    
## org_name_1Iolani School               3.0258878  0.9711125   3.116  0.00184 ** 
## org_name_1Kahuku High  School         1.9614719  1.0234073   1.917  0.05532 .  
## org_name_1Kailua High School         -1.2787469  1.1632909  -1.099  0.27169    
## org_name_1Kaimuki High School        -0.9935407  1.1567464  -0.859  0.39041    
## org_name_1Kaiser High School          2.9262457  1.0646898   2.748  0.00600 ** 
## org_name_1Kalaheo High School         1.7607038  1.0585832   1.663  0.09629 .  
## org_name_1Kalani High School          3.1060097  1.0077055   3.082  0.00206 ** 
## org_name_1Kapaa High School           0.7324242  1.0300080   0.711  0.47705    
## org_name_1Kapolei High School         0.2814527  1.0978981   0.256  0.79768    
## org_name_1Kauai High School          -0.3370278  1.0799041  -0.312  0.75498    
## org_name_1Keaau High School           0.4090909  1.0832577   0.378  0.70570    
## org_name_1Kealakehe High School       2.0100835  0.9940666   2.022  0.04319 *  
## org_name_1King Kekaulike High School  0.0002674  1.0930979   0.000  0.99980    
## org_name_1Konawaena High School       0.4229523  1.2734733   0.332  0.73980    
## org_name_1La Pietra                   0.5313131  1.3134183   0.405  0.68583    
## org_name_1Lahainaluna High School    -0.2927055  1.1347259  -0.258  0.79645    
## org_name_1Le Jardin Academy           2.2325143  1.2432085   1.796  0.07256 .  
## org_name_1Leilehua High School        0.7420668  1.0026018   0.740  0.45923    
## org_name_1Maui High School            0.0987084  1.1148529   0.089  0.92945    
## org_name_1McKinley High School        1.6023601  1.0894096   1.471  0.14136    
## org_name_1Mid Pacific Institute       0.0080617  0.9605980   0.008  0.99330    
## org_name_1Mililani High School        0.3516918  0.9837376   0.358  0.72072    
## org_name_1Moanalua High School        1.1392796  1.0858487   1.049  0.29411    
## org_name_1Nanakuli High School        0.0013986  1.2638616   0.001  0.99912    
## org_name_1Pearl City High School      0.6375933  0.9912308   0.643  0.52009    
## org_name_1Radford High School         2.0258741  1.1719297   1.729  0.08390 .  
## org_name_1Roosevelt High School       2.5857407  1.0998802   2.351  0.01875 *  
## org_name_1Sacred Hearts Academy       1.9850566  1.0690018   1.857  0.06335 .  
## org_name_1St Andrews Priory           3.3000000  1.5260542   2.162  0.03061 *  
## org_name_1St Francis                 -0.4652454  1.2377203  -0.376  0.70701    
## org_name_1St Louis School             0.2402836  1.2488726   0.192  0.84743    
## org_name_1University Lab School       0.0618382  1.1160022   0.055  0.95581    
## org_name_1Waiakea High School        -0.3145046  1.3174704  -0.239  0.81133    
## org_name_1Waialua High School         0.0007077  1.1347259   0.001  0.99950    
## org_name_1Waianae High School        -0.1075758  1.4008085  -0.077  0.93879    
## org_name_1Waimea High School         -0.6534091  1.1445406  -0.571  0.56809    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.241 on 9941 degrees of freedom
##   (7654 observations deleted due to missingness)
## Multiple R-squared:  0.01722,    Adjusted R-squared:  0.01277 
## F-statistic:  3.87 on 45 and 9941 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ org_name_2, 
##     data = baseline_school)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -34.442  -5.106   0.941   6.380  13.819 
## 
## Coefficients:
##                                       Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                          87.845455   0.767115 114.514  < 2e-16 ***
## org_name_2Anuenue Schools             1.497403   1.230121   1.217 0.223526    
## org_name_2Campbell High School        1.224897   0.955902   1.281 0.200082    
## org_name_2Castle High School          0.774545   0.896793   0.864 0.387782    
## org_name_2Damien Memorial School     -0.391229   0.903545  -0.433 0.665029    
## org_name_2Farrington High School     -0.231530   0.890681  -0.260 0.794909    
## org_name_2Hanalani School             0.259484   0.994003   0.261 0.794060    
## org_name_2Hawaii Baptist Academy      2.241847   0.919422   2.438 0.014773 *  
## org_name_2Hilo High School            0.586644   0.994003   0.590 0.555081    
## org_name_2Honokaa High School        -1.239950   1.087351  -1.140 0.254172    
## org_name_2Iolani School               2.611577   0.845514   3.089 0.002016 ** 
## org_name_2Kahuku High  School         3.046609   0.891046   3.419 0.000631 ***
## org_name_2Kailua High School         -0.953563   1.012837  -0.941 0.346484    
## org_name_2Kaimuki High School        -0.996770   1.007139  -0.990 0.322343    
## org_name_2Kaiser High School          2.618981   0.926989   2.825 0.004734 ** 
## org_name_2Kalaheo High School         2.235191   0.921672   2.425 0.015320 *  
## org_name_2Kalani High School          2.300204   0.877375   2.622 0.008763 ** 
## org_name_2Kapaa High School           1.317879   0.896793   1.470 0.141716    
## org_name_2Kapolei High School         0.873138   0.955902   0.913 0.361045    
## org_name_2Kauai High School          -0.123993   0.940235  -0.132 0.895086    
## org_name_2Keaau High School           0.228964   0.943155   0.243 0.808193    
## org_name_2Kealakehe High School       1.596233   0.865500   1.844 0.065171 .  
## org_name_2King Kekaulike High School  0.130036   0.951723   0.137 0.891325    
## org_name_2Konawaena High School       0.243654   1.108770   0.220 0.826069    
## org_name_2La Pietra                   0.032323   1.143548   0.028 0.977451    
## org_name_2Lahainaluna High School     0.669516   0.987967   0.678 0.497997    
## org_name_2Le Jardin Academy           1.686077   1.082419   1.558 0.119338    
## org_name_2Leilehua High School        1.213527   0.872931   1.390 0.164507    
## org_name_2Maui High School            0.941431   0.970664   0.970 0.332128    
## org_name_2McKinley High School        1.443007   0.948512   1.521 0.128207    
## org_name_2Mid Pacific Institute      -0.003259   0.836360  -0.004 0.996891    
## org_name_2Mililani High School        0.481900   0.856507   0.563 0.573697    
## org_name_2Moanalua High School        1.027187   0.945411   1.086 0.277285    
## org_name_2Nanakuli High School       -0.364685   1.100401  -0.331 0.740341    
## org_name_2Pearl City High School      0.480632   0.863031   0.557 0.577600    
## org_name_2Radford High School         1.720979   1.020359   1.687 0.091704 .  
## org_name_2Roosevelt High School       2.083479   0.957628   2.176 0.029604 *  
## org_name_2Sacred Hearts Academy       2.257550   0.930743   2.426 0.015304 *  
## org_name_2St Andrews Priory           3.645455   1.328683   2.744 0.006087 ** 
## org_name_2St Francis                 -0.659614   1.077641  -0.612 0.540492    
## org_name_2St Louis School             0.668307   1.087351   0.615 0.538820    
## org_name_2University Lab School       1.363337   0.971665   1.403 0.160620    
## org_name_2Waiakea High School        -0.261185   1.147076  -0.228 0.819887    
## org_name_2Waialua High School        -0.599946   0.987967  -0.607 0.543697    
## org_name_2Waianae High School        -1.664899   1.219636  -1.365 0.172259    
## org_name_2Waimea High School         -0.739205   0.996512  -0.742 0.458231    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.046 on 9941 degrees of freedom
##   (7654 observations deleted due to missingness)
## Multiple R-squared:  0.01922,    Adjusted R-squared:  0.01478 
## F-statistic: 4.329 on 45 and 9941 DF,  p-value: < 2.2e-16

Score Increase Model

## 
## Call:
## lm(formula = memory_verbal_diff ~ org_name_2, data = baseline_school)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -9.956 -5.497 -1.474  4.132 34.000 
## 
## Coefficients:
##                                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           9.65455    0.66044  14.618   <2e-16 ***
## org_name_2Anuenue Schools             1.28831    1.05906   1.216    0.224    
## org_name_2Campbell High School       -0.15203    0.82297  -0.185    0.853    
## org_name_2Castle High School          1.07879    0.77209   1.397    0.162    
## org_name_2Damien Memorial School      0.22926    0.77790   0.295    0.768    
## org_name_2Farrington High School     -0.36341    0.76682  -0.474    0.636    
## org_name_2Hanalani School             0.88866    0.85578   1.038    0.299    
## org_name_2Hawaii Baptist Academy      0.20260    0.79157   0.256    0.798    
## org_name_2Hilo High School            0.35163    0.85578   0.411    0.681    
## org_name_2Honokaa High School         0.68490    0.93614   0.732    0.464    
## org_name_2Iolani School              -0.41431    0.72794  -0.569    0.569    
## org_name_2Kahuku High  School         1.08514    0.76714   1.415    0.157    
## org_name_2Kailua High School          0.32518    0.87199   0.373    0.709    
## org_name_2Kaimuki High School        -0.00323    0.86709  -0.004    0.997    
## org_name_2Kaiser High School         -0.30727    0.79808  -0.385    0.700    
## org_name_2Kalaheo High School         0.47449    0.79350   0.598    0.550    
## org_name_2Kalani High School         -0.80581    0.75537  -1.067    0.286    
## org_name_2Kapaa High School           0.58545    0.77209   0.758    0.448    
## org_name_2Kapolei High School         0.59169    0.82297   0.719    0.472    
## org_name_2Kauai High School           0.21303    0.80949   0.263    0.792    
## org_name_2Keaau High School          -0.18013    0.81200  -0.222    0.824    
## org_name_2Kealakehe High School      -0.41385    0.74514  -0.555    0.579    
## org_name_2King Kekaulike High School  0.12977    0.81938   0.158    0.874    
## org_name_2Konawaena High School      -0.17930    0.95458  -0.188    0.851    
## org_name_2La Pietra                  -0.49899    0.98453  -0.507    0.612    
## org_name_2Lahainaluna High School     0.96222    0.85058   1.131    0.258    
## org_name_2Le Jardin Academy          -0.54644    0.93190  -0.586    0.558    
## org_name_2Leilehua High School        0.47146    0.75154   0.627    0.530    
## org_name_2Maui High School            0.84272    0.83568   1.008    0.313    
## org_name_2McKinley High School       -0.15935    0.81661  -0.195    0.845    
## org_name_2Mid Pacific Institute      -0.01132    0.72006  -0.016    0.987    
## org_name_2Mililani High School        0.13021    0.73740   0.177    0.860    
## org_name_2Moanalua High School       -0.11209    0.81394  -0.138    0.890    
## org_name_2Nanakuli High School       -0.36608    0.94738  -0.386    0.699    
## org_name_2Pearl City High School     -0.15696    0.74302  -0.211    0.833    
## org_name_2Radford High School        -0.30490    0.87847  -0.347    0.729    
## org_name_2Roosevelt High School      -0.50226    0.82446  -0.609    0.542    
## org_name_2Sacred Hearts Academy       0.27249    0.80131   0.340    0.734    
## org_name_2St Andrews Priory           0.34546    1.14392   0.302    0.763    
## org_name_2St Francis                 -0.19437    0.92778  -0.209    0.834    
## org_name_2St Louis School             0.42802    0.93614   0.457    0.648    
## org_name_2University Lab School       1.30150    0.83654   1.556    0.120    
## org_name_2Waiakea High School         0.05332    0.98756   0.054    0.957    
## org_name_2Waialua High School        -0.60065    0.85058  -0.706    0.480    
## org_name_2Waianae High School        -1.55732    1.05003  -1.483    0.138    
## org_name_2Waimea High School         -0.08579    0.85794  -0.100    0.920    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.927 on 9941 degrees of freedom
##   (7654 observations deleted due to missingness)
## Multiple R-squared:  0.005847,   Adjusted R-squared:  0.001347 
## F-statistic: 1.299 on 45 and 9941 DF,  p-value: 0.08639

Visual Memory

Baseline 1 Model

## 
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ org_name_1, 
##     data = baseline_school)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -45.242  -8.249   0.852   8.843  31.795 
## 
## Coefficients:
##                                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                          68.3217391  1.1251779  60.721   <2e-16 ***
## org_name_1Anuenue Schools             1.0211180  1.8291868   0.558   0.5767    
## org_name_1Campbell High School       -0.7012034  1.3841943  -0.507   0.6125    
## org_name_1Castle High School         -2.5717391  1.3163090  -1.954   0.0508 .  
## org_name_1Damien Memorial School     -0.6788820  1.3271169  -0.512   0.6090    
## org_name_1Farrington High School     -0.7826766  1.2826432  -0.610   0.5417    
## org_name_1Hanalani School            -1.0799091  1.4891652  -0.725   0.4684    
## org_name_1Hawaii Baptist Academy      2.1439648  1.3385184   1.602   0.1092    
## org_name_1Hilo High School           -0.0522356  1.5161132  -0.034   0.9725    
## org_name_1Honokaa High School        -3.0474028  1.5982673  -1.907   0.0566 .  
## org_name_1Iolani School               2.5454063  1.2358855   2.060   0.0395 *  
## org_name_1Island Pacific Academy      4.6782609 12.1185371   0.386   0.6995    
## org_name_1Kahuku High  School         1.6157609  1.3209653   1.223   0.2213    
## org_name_1Kailua High School         -2.3090003  1.4810026  -1.559   0.1190    
## org_name_1Kaimuki High School        -2.4368470  1.5210051  -1.602   0.1092    
## org_name_1Kaiser High School          1.8141099  1.3473799   1.346   0.1782    
## org_name_1Kalaheo High School         1.2282609  1.3512950   0.909   0.3634    
## org_name_1Kalani High School          1.8264090  1.2849871   1.421   0.1552    
## org_name_1Kapaa High School          -1.1163519  1.3252310  -0.842   0.3996    
## org_name_1Kapolei High School         0.0707842  1.3951223   0.051   0.9595    
## org_name_1Kauai High School          -2.1481854  1.3666195  -1.572   0.1160    
## org_name_1Keaau High School           0.0115942  1.3578568   0.009   0.9932    
## org_name_1Kealakehe High School       2.1803976  1.2558349   1.736   0.0826 .  
## org_name_1King Kekaulike High School -0.2090631  1.3962665  -0.150   0.8810    
## org_name_1Konawaena High School      -0.3411566  1.6369328  -0.208   0.8349    
## org_name_1La Pietra                  -1.8903666  1.6411602  -1.152   0.2494    
## org_name_1Lahainaluna High School     0.6443626  1.4451935   0.446   0.6557    
## org_name_1Le Jardin Academy          -0.5809984  1.6168203  -0.359   0.7193    
## org_name_1Leilehua High School       -0.1644058  1.2861855  -0.128   0.8983    
## org_name_1Maui High School           -2.0226737  1.3951223  -1.450   0.1471    
## org_name_1McKinley High School        1.4272321  1.3657134   1.045   0.2960    
## org_name_1Mid Pacific Institute      -0.3743707  1.2185902  -0.307   0.7587    
## org_name_1Mililani High School       -0.2079180  1.2497784  -0.166   0.8679    
## org_name_1Moanalua High School        1.7106683  1.3928628   1.228   0.2194    
## org_name_1Nanakuli High School       -2.7488225  1.6681182  -1.648   0.0994 .  
## org_name_1Pearl City High School      0.0156103  1.2715548   0.012   0.9902    
## org_name_1Radford High School         0.0447205  1.4732037   0.030   0.9758    
## org_name_1Roosevelt High School       1.7137939  1.4160070   1.210   0.2262    
## org_name_1Sacred Hearts Academy       0.8248126  1.3760745   0.599   0.5489    
## org_name_1St Andrews Priory          -2.6098747  1.9322789  -1.351   0.1768    
## org_name_1St Francis                  0.0008415  1.5621017   0.001   0.9996    
## org_name_1St Louis School             0.1743849  1.5474665   0.113   0.9103    
## org_name_1University Lab School      -1.9441881  1.4173378  -1.372   0.1702    
## org_name_1Waiakea High School        -4.2403438  1.7201646  -2.465   0.0137 *  
## org_name_1Waialua High School        -0.7706028  1.4468095  -0.533   0.5943    
## org_name_1Waianae High School        -0.5342391  1.7566835  -0.304   0.7610    
## org_name_1Waimea High School         -2.3108696  1.4343261  -1.611   0.1072    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 12.07 on 10613 degrees of freedom
##   (6981 observations deleted due to missingness)
## Multiple R-squared:  0.01613,    Adjusted R-squared:  0.01187 
## F-statistic: 3.782 on 46 and 10613 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ org_name_2, 
##     data = baseline_school)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -41.500  -6.825   0.551   8.255  21.868 
## 
## Coefficients:
##                                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                          79.85217    0.99379  80.351  < 2e-16 ***
## org_name_2Anuenue Schools             1.81925    1.61559   1.126  0.26016    
## org_name_2Campbell High School        0.08086    1.22256   0.066  0.94727    
## org_name_2Castle High School         -1.05410    1.16260  -0.907  0.36460    
## org_name_2Damien Memorial School     -0.77054    1.17215  -0.657  0.51095    
## org_name_2Farrington High School      0.02803    1.13287   0.025  0.98026    
## org_name_2Hanalani School             1.13475    1.31527   0.863  0.38829    
## org_name_2Hawaii Baptist Academy      2.21642    1.18222   1.875  0.06085 .  
## org_name_2Hilo High School            1.01307    1.33908   0.757  0.44934    
## org_name_2Honokaa High School        -1.79023    1.41164  -1.268  0.20476    
## org_name_2Iolani School               3.03831    1.09157   2.783  0.00539 ** 
## org_name_2Kahuku High  School         2.64125    1.16671   2.264  0.02360 *  
## org_name_2Kailua High School         -1.03689    1.30806  -0.793  0.42798    
## org_name_2Kaimuki High School        -1.12556    1.34340  -0.838  0.40214    
## org_name_2Kaiser High School          1.56292    1.19004   1.313  0.18910    
## org_name_2Kalaheo High School         1.57090    1.19350   1.316  0.18813    
## org_name_2Kalani High School          2.60550    1.13494   2.296  0.02171 *  
## org_name_2Kapaa High School          -0.12490    1.17048  -0.107  0.91502    
## org_name_2Kapolei High School         0.65717    1.23221   0.533  0.59382    
## org_name_2Kauai High School          -1.71994    1.20704  -1.425  0.15421    
## org_name_2Keaau High School          -0.35217    1.19930  -0.294  0.76903    
## org_name_2Kealakehe High School       1.78030    1.10919   1.605  0.10851    
## org_name_2King Kekaulike High School -0.26062    1.23322  -0.211  0.83263    
## org_name_2Konawaena High School       0.46821    1.44579   0.324  0.74606    
## org_name_2La Pietra                  -0.10708    1.44952  -0.074  0.94112    
## org_name_2Lahainaluna High School     0.97268    1.27644   0.762  0.44606    
## org_name_2Le Jardin Academy           0.43755    1.43146   0.306  0.75987    
## org_name_2Leilehua High School        0.64116    1.13600   0.564  0.57249    
## org_name_2Maui High School           -1.34283    1.23221  -1.090  0.27584    
## org_name_2McKinley High School        1.59227    1.20624   1.320  0.18685    
## org_name_2Mid Pacific Institute       0.07886    1.07606   0.073  0.94158    
## org_name_2Mililani High School        0.26165    1.10384   0.237  0.81264    
## org_name_2Moanalua High School        1.90246    1.23022   1.546  0.12203    
## org_name_2Nanakuli High School       -1.06051    1.47333  -0.720  0.47166    
## org_name_2Pearl City High School      0.15746    1.12307   0.140  0.88850    
## org_name_2Radford High School         1.11677    1.30118   0.858  0.39076    
## org_name_2Roosevelt High School       2.66052    1.25066   2.127  0.03342 *  
## org_name_2Sacred Hearts Academy       0.40214    1.21539   0.331  0.74075    
## org_name_2St Andrews Priory          -0.64878    1.70664  -0.380  0.70384    
## org_name_2St Francis                  0.84944    1.37969   0.616  0.53812    
## org_name_2St Louis School             1.17883    1.36677   0.862  0.38843    
## org_name_2University Lab School      -0.99503    1.25183  -0.795  0.42671    
## org_name_2Waiakea High School        -3.74752    1.51930  -2.467  0.01366 *  
## org_name_2Waialua High School         0.59669    1.27786   0.467  0.64055    
## org_name_2Waianae High School        -0.96467    1.55155  -0.622  0.53412    
## org_name_2Waimea High School         -1.08043    1.26684  -0.853  0.39376    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.66 on 10614 degrees of freedom
##   (6981 observations deleted due to missingness)
## Multiple R-squared:  0.01555,    Adjusted R-squared:  0.01137 
## F-statistic: 3.725 on 45 and 10614 DF,  p-value: 7.192e-16

Score Increase Model

No significant differences in model.

## 
## Call:
## lm(formula = memory_visual_diff ~ org_name_2, data = baseline_school)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -12.745  -6.722  -1.603   5.000  41.041 
## 
## Coefficients:
##                                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                          11.53043    0.80044  14.405   <2e-16 ***
## org_name_2Anuenue Schools             0.79814    1.30127   0.613   0.5397    
## org_name_2Campbell High School        0.78207    0.98471   0.794   0.4271    
## org_name_2Castle High School          1.51764    0.93641   1.621   0.1051    
## org_name_2Damien Memorial School     -0.09166    0.94410  -0.097   0.9227    
## org_name_2Farrington High School      0.81071    0.91246   0.888   0.3743    
## org_name_2Hanalani School             2.21466    1.05938   2.091   0.0366 *  
## org_name_2Hawaii Baptist Academy      0.07245    0.95221   0.076   0.9393    
## org_name_2Hilo High School            1.06531    1.07855   0.988   0.3233    
## org_name_2Honokaa High School         1.25718    1.13700   1.106   0.2689    
## org_name_2Iolani School               0.49290    0.87920   0.561   0.5751    
## org_name_2Kahuku High  School         1.02549    0.93972   1.091   0.2752    
## org_name_2Kailua High School          1.27211    1.05357   1.207   0.2273    
## org_name_2Kaimuki High School         1.31129    1.08203   1.212   0.2256    
## org_name_2Kaiser High School         -0.25119    0.95852  -0.262   0.7933    
## org_name_2Kalaheo High School         0.34264    0.96130   0.356   0.7215    
## org_name_2Kalani High School          0.77909    0.91413   0.852   0.3941    
## org_name_2Kapaa High School           0.99145    0.94276   1.052   0.2930    
## org_name_2Kapolei High School         0.58639    0.99248   0.591   0.5546    
## org_name_2Kauai High School           0.42824    0.97220   0.440   0.6596    
## org_name_2Keaau High School          -0.36377    0.96597  -0.377   0.7065    
## org_name_2Kealakehe High School      -0.40009    0.89339  -0.448   0.6543    
## org_name_2King Kekaulike High School -0.05156    0.99329  -0.052   0.9586    
## org_name_2Konawaena High School       0.80937    1.16450   0.695   0.4870    
## org_name_2La Pietra                   1.78329    1.16751   1.527   0.1267    
## org_name_2Lahainaluna High School     0.32832    1.02810   0.319   0.7495    
## org_name_2Le Jardin Academy           0.87143    1.15296   0.756   0.4498    
## org_name_2Leilehua High School        0.80557    0.91498   0.880   0.3787    
## org_name_2Maui High School            0.67985    0.99248   0.685   0.4934    
## org_name_2McKinley High School        0.16504    0.97156   0.170   0.8651    
## org_name_2Mid Pacific Institute       0.46957    0.86670   0.542   0.5880    
## org_name_2Mililani High School        0.46957    0.88908   0.528   0.5974    
## org_name_2Moanalua High School        0.19179    0.99087   0.194   0.8465    
## org_name_2Nanakuli High School        1.68832    1.18669   1.423   0.1548    
## org_name_2Pearl City High School      0.14185    0.90457   0.157   0.8754    
## org_name_2Radford High School         1.07205    1.04803   1.023   0.3064    
## org_name_2Roosevelt High School       0.94672    1.00734   0.940   0.3473    
## org_name_2Sacred Hearts Academy      -0.42268    0.97893  -0.432   0.6659    
## org_name_2St Andrews Priory           1.96109    1.37461   1.427   0.1537    
## org_name_2St Francis                  0.84860    1.11127   0.764   0.4451    
## org_name_2St Louis School             1.00445    1.10086   0.912   0.3616    
## org_name_2University Lab School       0.94916    1.00828   0.941   0.3465    
## org_name_2Waiakea High School         0.49282    1.22371   0.403   0.6872    
## org_name_2Waialua High School         1.36729    1.02925   1.328   0.1841    
## org_name_2Waianae High School        -0.43043    1.24969  -0.344   0.7305    
## org_name_2Waimea High School          1.23043    1.02037   1.206   0.2279    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.584 on 10614 degrees of freedom
##   (6981 observations deleted due to missingness)
## Multiple R-squared:  0.004462,   Adjusted R-squared:  0.0002415 
## F-statistic: 1.057 on 45 and 10614 DF,  p-value: 0.3687

Visual Motor

Baseline 1 Model

This model has multiple significant differences between schools.

## 
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ org_name_1, 
##     data = baseline_school)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -31.2087  -3.9811  -0.1285   4.1561  19.8296 
## 
## Coefficients:
##                                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                          31.40484    0.51087  61.473  < 2e-16 ***
## org_name_1Anuenue Schools             0.82908    0.89477   0.927 0.354155    
## org_name_1Campbell High School        0.40955    0.64074   0.639 0.522719    
## org_name_1Castle High School          2.09225    0.60391   3.465 0.000533 ***
## org_name_1Damien Memorial School      1.64554    0.60110   2.738 0.006198 ** 
## org_name_1Farrington High School      0.88235    0.59105   1.493 0.135494    
## org_name_1Hanalani School             2.70728    0.68019   3.980 6.92e-05 ***
## org_name_1Hawaii Baptist Academy      3.37715    0.60550   5.577 2.49e-08 ***
## org_name_1Hilo High School            1.69011    0.68019   2.485 0.012976 *  
## org_name_1Honokaa High School         0.35187    0.72367   0.486 0.626808    
## org_name_1Iolani School               3.54707    0.56166   6.315 2.78e-10 ***
## org_name_1Island Pacific Academy     10.54516    6.33976   1.663 0.096268 .  
## org_name_1Kahuku High  School         2.34732    0.60481   3.881 0.000104 ***
## org_name_1Kailua High School          2.41975    0.66520   3.638 0.000276 ***
## org_name_1Kaimuki High School         0.57671    0.68803   0.838 0.401937    
## org_name_1Kaiser High School          3.42085    0.62048   5.513 3.59e-08 ***
## org_name_1Kalaheo High School         2.91253    0.62142   4.687 2.80e-06 ***
## org_name_1Kalani High School          4.76312    0.58466   8.147 4.06e-16 ***
## org_name_1Kapaa High School           0.89175    0.59925   1.488 0.136747    
## org_name_1Kapolei High School         2.29719    0.64765   3.547 0.000391 ***
## org_name_1Kauai High School           1.23581    0.62018   1.993 0.046316 *  
## org_name_1Keaau High School           0.48020    0.62303   0.771 0.440870    
## org_name_1Kealakehe High School       2.97761    0.57678   5.162 2.47e-07 ***
## org_name_1King Kekaulike High School  2.07614    0.63692   3.260 0.001118 ** 
## org_name_1Konawaena High School       2.08876    0.76187   2.742 0.006121 ** 
## org_name_1La Pietra                  -0.25938    0.75067  -0.346 0.729697    
## org_name_1Lahainaluna High School     1.01679    0.66098   1.538 0.123998    
## org_name_1Le Jardin Academy           1.76918    0.72982   2.424 0.015358 *  
## org_name_1Leilehua High School        2.64658    0.58480   4.526 6.07e-06 ***
## org_name_1Maui High School            1.69789    0.64206   2.644 0.008192 ** 
## org_name_1McKinley High School        3.48586    0.61865   5.635 1.79e-08 ***
## org_name_1Mid Pacific Institute       0.01906    0.55500   0.034 0.972602    
## org_name_1Mililani High School        2.57955    0.57145   4.514 6.41e-06 ***
## org_name_1Moanalua High School        4.10704    0.63411   6.477 9.68e-11 ***
## org_name_1Nanakuli High School       -0.81499    0.75856  -1.074 0.282663    
## org_name_1Pearl City High School      0.93390    0.57463   1.625 0.104137    
## org_name_1Radford High School         2.71658    0.67582   4.020 5.86e-05 ***
## org_name_1Roosevelt High School       1.85140    0.65699   2.818 0.004839 ** 
## org_name_1Sacred Hearts Academy       2.18049    0.62080   3.512 0.000445 ***
## org_name_1St Andrews Priory           2.03645    0.87917   2.316 0.020555 *  
## org_name_1St Francis                  1.23987    0.72015   1.722 0.085148 .  
## org_name_1St Louis School             1.87707    0.71787   2.615 0.008938 ** 
## org_name_1University Lab School       0.07502    0.63255   0.119 0.905590    
## org_name_1Waiakea High School         1.50266    0.77796   1.932 0.053438 .  
## org_name_1Waialua High School         1.17676    0.64863   1.814 0.069663 .  
## org_name_1Waianae High School        -0.45207    0.80081  -0.565 0.572407    
## org_name_1Waimea High School          0.51091    0.65268   0.783 0.433771    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.319 on 13705 degrees of freedom
##   (3889 observations deleted due to missingness)
## Multiple R-squared:  0.04038,    Adjusted R-squared:  0.03716 
## F-statistic: 12.54 on 46 and 13705 DF,  p-value: < 2.2e-16

Baseline 2 Model

This model has multiple significant differences between schools.

## 
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ org_name_2, 
##     data = baseline_school)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -28.1196  -4.3633  -0.1051   4.4964  16.7319 
## 
## Coefficients:
##                                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                          36.78856    0.49724  73.986  < 2e-16 ***
## org_name_2Anuenue Schools             0.84103    0.87089   0.966 0.334201    
## org_name_2Campbell High School        0.32843    0.62407   0.526 0.598706    
## org_name_2Castle High School          2.28042    0.58779   3.880 0.000105 ***
## org_name_2Damien Memorial School      2.10768    0.58485   3.604 0.000315 ***
## org_name_2Farrington High School      0.89708    0.57527   1.559 0.118924    
## org_name_2Hanalani School             3.48477    0.66204   5.264 1.43e-07 ***
## org_name_2Hawaii Baptist Academy      3.86551    0.58934   6.559 5.61e-11 ***
## org_name_2Hilo High School            1.39573    0.66204   2.108 0.035030 *  
## org_name_2Honokaa High School         0.32762    0.70436   0.465 0.641841    
## org_name_2Iolani School               4.56572    0.54668   8.352  < 2e-16 ***
## org_name_2Kahuku High  School         2.11684    0.58867   3.596 0.000324 ***
## org_name_2Kailua High School          2.69226    0.64745   4.158 3.23e-05 ***
## org_name_2Kaimuki High School         0.90713    0.66967   1.355 0.175572    
## org_name_2Kaiser High School          3.82318    0.60393   6.331 2.52e-10 ***
## org_name_2Kalaheo High School         2.61937    0.60484   4.331 1.50e-05 ***
## org_name_2Kalani High School          4.95537    0.56905   8.708  < 2e-16 ***
## org_name_2Kapaa High School           1.29655    0.58326   2.223 0.026236 *  
## org_name_2Kapolei High School         2.16926    0.63036   3.441 0.000581 ***
## org_name_2Kauai High School           1.58153    0.60362   2.620 0.008801 ** 
## org_name_2Keaau High School           0.35784    0.60640   0.590 0.555130    
## org_name_2Kealakehe High School       2.32181    0.56139   4.136 3.56e-05 ***
## org_name_2King Kekaulike High School  2.01524    0.61992   3.251 0.001154 ** 
## org_name_2Konawaena High School       1.37696    0.74154   1.857 0.063347 .  
## org_name_2La Pietra                  -0.01796    0.73063  -0.025 0.980394    
## org_name_2Lahainaluna High School     0.85853    0.64334   1.334 0.182069    
## org_name_2Le Jardin Academy           2.14801    0.71158   3.019 0.002544 ** 
## org_name_2Leilehua High School        2.47959    0.56919   4.356 1.33e-05 ***
## org_name_2Maui High School            1.56360    0.62493   2.502 0.012360 *  
## org_name_2McKinley High School        3.11662    0.60214   5.176 2.30e-07 ***
## org_name_2Mid Pacific Institute       0.60946    0.54009   1.128 0.259151    
## org_name_2Mililani High School        2.43689    0.55620   4.381 1.19e-05 ***
## org_name_2Moanalua High School        4.26108    0.61718   6.904 5.28e-12 ***
## org_name_2Nanakuli High School       -0.89045    0.73831  -1.206 0.227815    
## org_name_2Pearl City High School      1.10340    0.55929   1.973 0.048533 *  
## org_name_2Radford High School         3.30379    0.65778   5.023 5.16e-07 ***
## org_name_2Roosevelt High School       3.29704    0.63946   5.156 2.56e-07 ***
## org_name_2Sacred Hearts Academy       2.16891    0.60423   3.590 0.000332 ***
## org_name_2St Andrews Priory           2.07272    0.85570   2.422 0.015438 *  
## org_name_2St Francis                  1.50763    0.70093   2.151 0.031501 *  
## org_name_2St Louis School             1.35042    0.69871   1.933 0.053289 .  
## org_name_2University Lab School       1.11224    0.61567   1.807 0.070855 .  
## org_name_2Waiakea High School         1.71282    0.75720   2.262 0.023711 *  
## org_name_2Waialua High School         1.06176    0.63132   1.682 0.092627 .  
## org_name_2Waianae High School        -0.62970    0.77943  -0.808 0.419162    
## org_name_2Waimea High School          0.53536    0.63527   0.843 0.399389    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.15 on 13706 degrees of freedom
##   (3889 observations deleted due to missingness)
## Multiple R-squared:  0.04567,    Adjusted R-squared:  0.04254 
## F-statistic: 14.58 on 45 and 13706 DF,  p-value: < 2.2e-16

Score Increase Model

No significant differences in model.

## 
## Call:
## lm(formula = visual_motor_diff ~ org_name_2, data = baseline_school)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -6.809 -2.930 -0.646  2.112 32.109 
## 
## Coefficients:
##                                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           5.38373    0.31849  16.904  < 2e-16 ***
## org_name_2Anuenue Schools             0.01195    0.55782   0.021 0.982909    
## org_name_2Campbell High School       -0.12429    0.39973  -0.311 0.755855    
## org_name_2Castle High School          0.18817    0.37649   0.500 0.617227    
## org_name_2Damien Memorial School      0.49402    0.37461   1.319 0.187275    
## org_name_2Farrington High School      0.01473    0.36847   0.040 0.968122    
## org_name_2Hanalani School             0.77749    0.42405   1.833 0.066754 .  
## org_name_2Hawaii Baptist Academy      0.48836    0.37749   1.294 0.195780    
## org_name_2Hilo High School           -0.29438    0.42405  -0.694 0.487561    
## org_name_2Honokaa High School        -0.02425    0.45116  -0.054 0.957131    
## org_name_2Iolani School               1.01865    0.35016   2.909 0.003630 ** 
## org_name_2Kahuku High  School        -0.23047    0.37706  -0.611 0.541053    
## org_name_2Kailua High School          0.27250    0.41471   0.657 0.511131    
## org_name_2Kaimuki High School         0.33042    0.42894   0.770 0.441120    
## org_name_2Kaiser High School          0.40233    0.38683   1.040 0.298322    
## org_name_2Kalaheo High School        -0.29316    0.38741  -0.757 0.449233    
## org_name_2Kalani High School          0.19225    0.36449   0.527 0.597899    
## org_name_2Kapaa High School           0.40480    0.37359   1.084 0.278587    
## org_name_2Kapolei High School        -0.12793    0.40376  -0.317 0.751363    
## org_name_2Kauai High School           0.34572    0.38663   0.894 0.371246    
## org_name_2Keaau High School          -0.12236    0.38841  -0.315 0.752754    
## org_name_2Kealakehe High School      -0.65579    0.35958  -1.824 0.068212 .  
## org_name_2King Kekaulike High School -0.06090    0.39707  -0.153 0.878109    
## org_name_2Konawaena High School      -0.71181    0.47497  -1.499 0.133992    
## org_name_2La Pietra                   0.24143    0.46799   0.516 0.605945    
## org_name_2Lahainaluna High School    -0.15826    0.41208  -0.384 0.700938    
## org_name_2Le Jardin Academy           0.28175    0.45578   0.618 0.536469    
## org_name_2Leilehua High School       -0.16699    0.36458  -0.458 0.646932    
## org_name_2Maui High School           -0.13429    0.40028  -0.335 0.737254    
## org_name_2McKinley High School       -0.36924    0.38569  -0.957 0.338398    
## org_name_2Mid Pacific Institute       0.59263    0.34594   1.713 0.086715 .  
## org_name_2Mililani High School       -0.14266    0.35626  -0.400 0.688844    
## org_name_2Moanalua High School        0.15405    0.39532   0.390 0.696779    
## org_name_2Nanakuli High School       -0.07546    0.47291  -0.160 0.873229    
## org_name_2Pearl City High School      0.16950    0.35824   0.473 0.636118    
## org_name_2Radford High School         0.58721    0.42133   1.394 0.163427    
## org_name_2Roosevelt High School       1.44563    0.40959   3.529 0.000418 ***
## org_name_2Sacred Hearts Academy      -0.01158    0.38702  -0.030 0.976139    
## org_name_2St Andrews Priory           0.03627    0.54810   0.066 0.947233    
## org_name_2St Francis                  0.26776    0.44896   0.596 0.550920    
## org_name_2St Louis School            -0.52666    0.44754  -1.177 0.239302    
## org_name_2University Lab School       1.03722    0.39435   2.630 0.008544 ** 
## org_name_2Waiakea High School         0.21015    0.48500   0.433 0.664801    
## org_name_2Waialua High School        -0.11501    0.40437  -0.284 0.776104    
## org_name_2Waianae High School        -0.17763    0.49924  -0.356 0.721997    
## org_name_2Waimea High School          0.02446    0.40690   0.060 0.952074    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.94 on 13706 degrees of freedom
##   (3889 observations deleted due to missingness)
## Multiple R-squared:  0.01244,    Adjusted R-squared:  0.009193 
## F-statistic: 3.835 on 45 and 13706 DF,  p-value: < 2.2e-16

Impulse Control

Baseline 1 Model

## 
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ org_name_1, 
##     data = baseline_school)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -9.632 -3.859 -1.194  2.624 21.188 
## 
## Coefficients:
##                                       Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           8.900990   0.530991  16.763  < 2e-16 ***
## org_name_1Anuenue Schools             1.002856   0.910818   1.101   0.2709    
## org_name_1Campbell High School       -0.004251   0.660847  -0.006   0.9949    
## org_name_1Castle High School          0.958385   0.627049   1.528   0.1264    
## org_name_1Damien Memorial School      1.355515   0.622748   2.177   0.0295 *  
## org_name_1Farrington High School      0.475216   0.611161   0.778   0.4368    
## org_name_1Hanalani School             1.800933   0.745500   2.416   0.0157 *  
## org_name_1Hawaii Baptist Academy      0.515677   0.643265   0.802   0.4228    
## org_name_1Hilo High School            1.186311   0.712714   1.664   0.0960 .  
## org_name_1Honokaa High School         0.862451   0.766914   1.125   0.2608    
## org_name_1Iolani School               0.789010   0.594260   1.328   0.1843    
## org_name_1Island Pacific Academy     10.099010   5.362750   1.883   0.0597 .  
## org_name_1Kahuku High  School         0.563577   0.627747   0.898   0.3693    
## org_name_1Kailua High School          1.731363   0.700958   2.470   0.0135 *  
## org_name_1Kaimuki High School         0.995010   0.713981   1.394   0.1635    
## org_name_1Kaiser High School          0.736625   0.642325   1.147   0.2515    
## org_name_1Kalaheo High School         0.094084   0.649795   0.145   0.8849    
## org_name_1Kalani High School          0.464706   0.611646   0.760   0.4474    
## org_name_1Kapaa High School           0.426741   0.633722   0.673   0.5007    
## org_name_1Kapolei High School         0.205751   0.664782   0.310   0.7569    
## org_name_1Kauai High School           1.518821   0.645196   2.354   0.0186 *  
## org_name_1Keaau High School           0.978080   0.643742   1.519   0.1287    
## org_name_1Kealakehe High School      -0.360054   0.604333  -0.596   0.5513    
## org_name_1King Kekaulike High School  0.749010   0.663444   1.129   0.2589    
## org_name_1Konawaena High School       0.686510   0.798696   0.860   0.3901    
## org_name_1La Pietra                   1.688753   0.804390   2.099   0.0358 *  
## org_name_1Lahainaluna High School     0.670438   0.704319   0.952   0.3412    
## org_name_1Le Jardin Academy           0.466099   0.801512   0.582   0.5609    
## org_name_1Leilehua High School        1.293089   0.612884   2.110   0.0349 *  
## org_name_1Maui High School            0.471103   0.668967   0.704   0.4813    
## org_name_1McKinley High School        1.477541   0.665462   2.220   0.0264 *  
## org_name_1Mid Pacific Institute       0.582758   0.580001   1.005   0.3150    
## org_name_1Mililani High School        0.840556   0.592231   1.419   0.1558    
## org_name_1Moanalua High School        0.404399   0.672662   0.601   0.5477    
## org_name_1Nanakuli High School        1.076538   0.775835   1.388   0.1653    
## org_name_1Pearl City High School      0.559327   0.597736   0.936   0.3494    
## org_name_1Radford High School         0.870196   0.723383   1.203   0.2290    
## org_name_1Roosevelt High School      -0.088490   0.678184  -0.130   0.8962    
## org_name_1Sacred Hearts Academy       0.119314   0.653074   0.183   0.8550    
## org_name_1St Andrews Priory           1.412735   0.916694   1.541   0.1233    
## org_name_1St Francis                  0.013904   0.764788   0.018   0.9855    
## org_name_1St Louis School             0.747659   0.733827   1.019   0.3083    
## org_name_1University Lab School       2.703530   0.665462   4.063  4.9e-05 ***
## org_name_1Waiakea High School         1.865244   0.807332   2.310   0.0209 *  
## org_name_1Waialua High School         0.669480   0.687803   0.973   0.3304    
## org_name_1Waianae High School         1.860915   0.856720   2.172   0.0299 *  
## org_name_1Waimea High School          0.152040   0.705470   0.216   0.8294    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.336 on 8599 degrees of freedom
##   (8995 observations deleted due to missingness)
## Multiple R-squared:  0.01182,    Adjusted R-squared:  0.006534 
## F-statistic: 2.236 on 46 and 8599 DF,  p-value: 3.445e-06

Baseline 2 Model

## 
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ org_name_2, 
##     data = baseline_school)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -6.1582 -2.5743 -0.7616  1.7323 20.0000 
## 
## Coefficients:
##                                      Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           4.57426    0.35817  12.771  < 2e-16 ***
## org_name_2Anuenue Schools             0.56036    0.61438   0.912  0.36176    
## org_name_2Campbell High School        0.03444    0.44577   0.077  0.93842    
## org_name_2Castle High School          0.41793    0.42297   0.988  0.32314    
## org_name_2Damien Memorial School      0.69340    0.42007   1.651  0.09884 .  
## org_name_2Farrington High School      0.25854    0.41225   0.627  0.53058    
## org_name_2Hanalani School             1.19497    0.50287   2.376  0.01751 *  
## org_name_2Hawaii Baptist Academy      0.38408    0.43391   0.885  0.37610    
## org_name_2Hilo High School            0.64796    0.48075   1.348  0.17776    
## org_name_2Honokaa High School         1.02789    0.51731   1.987  0.04696 *  
## org_name_2Iolani School               0.78574    0.40085   1.960  0.05001 .  
## org_name_2Kahuku High  School         0.30370    0.42344   0.717  0.47326    
## org_name_2Kailua High School          0.85221    0.47282   1.802  0.07152 .  
## org_name_2Kaimuki High School         0.50574    0.48161   1.050  0.29370    
## org_name_2Kaiser High School          0.53125    0.43327   1.226  0.22019    
## org_name_2Kalaheo High School         0.30752    0.43831   0.702  0.48295    
## org_name_2Kalani High School          0.59726    0.41258   1.448  0.14776    
## org_name_2Kapaa High School           0.51398    0.42747   1.202  0.22925    
## org_name_2Kapolei High School         0.24035    0.44842   0.536  0.59198    
## org_name_2Kauai High School           0.97763    0.43521   2.246  0.02471 *  
## org_name_2Keaau High School           0.34667    0.43423   0.798  0.42468    
## org_name_2Kealakehe High School       0.10995    0.40765   0.270  0.78738    
## org_name_2King Kekaulike High School  0.60352    0.44752   1.349  0.17750    
## org_name_2Konawaena High School       0.55074    0.53875   1.022  0.30669    
## org_name_2La Pietra                   1.14369    0.54259   2.108  0.03508 *  
## org_name_2Lahainaluna High School     0.69642    0.47509   1.466  0.14272    
## org_name_2Le Jardin Academy           0.97005    0.54065   1.794  0.07281 .  
## org_name_2Leilehua High School        0.80074    0.41341   1.937  0.05279 .  
## org_name_2Maui High School            0.18737    0.45124   0.415  0.67798    
## org_name_2McKinley High School        0.84382    0.44888   1.880  0.06016 .  
## org_name_2Mid Pacific Institute       0.72727    0.39117   1.859  0.06303 .  
## org_name_2Mililani High School        0.73251    0.39948   1.834  0.06674 .  
## org_name_2Moanalua High School        0.62335    0.45374   1.374  0.16954    
## org_name_2Nanakuli High School        0.81900    0.52333   1.565  0.11763    
## org_name_2Pearl City High School      0.41781    0.40320   1.036  0.30012    
## org_name_2Radford High School         0.42574    0.48795   0.873  0.38295    
## org_name_2Roosevelt High School      -0.04926    0.45746  -0.108  0.91426    
## org_name_2Sacred Hearts Academy       0.20239    0.44052   0.459  0.64593    
## org_name_2St Andrews Priory           0.91594    0.61835   1.481  0.13857    
## org_name_2St Francis                  0.51085    0.51588   0.990  0.32208    
## org_name_2St Louis School             0.45277    0.49500   0.915  0.36038    
## org_name_2University Lab School       1.58393    0.44888   3.529  0.00042 ***
## org_name_2Waiakea High School         1.36081    0.54458   2.499  0.01248 *  
## org_name_2Waialua High School         0.68078    0.46395   1.467  0.14232    
## org_name_2Waianae High School         1.80669    0.57789   3.126  0.00178 ** 
## org_name_2Waimea High School          0.09998    0.47587   0.210  0.83359    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.6 on 8600 degrees of freedom
##   (8995 observations deleted due to missingness)
## Multiple R-squared:  0.008761,   Adjusted R-squared:  0.003574 
## F-statistic: 1.689 on 45 and 8600 DF,  p-value: 0.002718

Score Increase Model

## 
## Call:
## lm(formula = impulse_control_diff ~ org_name_2, data = baseline_school)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -4.446 -2.587 -1.194  1.538 21.565 
## 
## Coefficients:
##                                       Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           4.326733   0.373910  11.572   <2e-16 ***
## org_name_2Anuenue Schools             0.442498   0.641374   0.690   0.4903    
## org_name_2Campbell High School       -0.038689   0.465351  -0.083   0.9337    
## org_name_2Castle High School          0.540455   0.441551   1.224   0.2210    
## org_name_2Damien Memorial School      0.662115   0.438522   1.510   0.1311    
## org_name_2Farrington High School      0.216676   0.430364   0.503   0.6146    
## org_name_2Hanalani School             0.605960   0.524961   1.154   0.2484    
## org_name_2Hawaii Baptist Academy      0.131601   0.452970   0.291   0.7714    
## org_name_2Hilo High School            0.538347   0.501874   1.073   0.2834    
## org_name_2Honokaa High School        -0.165442   0.540041  -0.306   0.7593    
## org_name_2Iolani School               0.003267   0.418462   0.008   0.9938    
## org_name_2Kahuku High  School         0.259881   0.442043   0.588   0.5566    
## org_name_2Kailua High School          0.879150   0.493596   1.781   0.0749 .  
## org_name_2Kaimuki High School         0.489267   0.502766   0.973   0.3305    
## org_name_2Kaiser High School          0.205377   0.452308   0.454   0.6498    
## org_name_2Kalaheo High School        -0.213432   0.457568  -0.466   0.6409    
## org_name_2Kalani High School         -0.132558   0.430705  -0.308   0.7583    
## org_name_2Kapaa High School          -0.087237   0.446250  -0.195   0.8450    
## org_name_2Kapolei High School        -0.034598   0.468122  -0.074   0.9411    
## org_name_2Kauai High School           0.541192   0.454330   1.191   0.2336    
## org_name_2Keaau High School           0.631407   0.453306   1.393   0.1637    
## org_name_2Kealakehe High School      -0.470008   0.425555  -1.104   0.2694    
## org_name_2King Kekaulike High School  0.145490   0.467180   0.311   0.7555    
## org_name_2Konawaena High School       0.135767   0.562421   0.241   0.8093    
## org_name_2La Pietra                   0.545062   0.566430   0.962   0.3359    
## org_name_2Lahainaluna High School    -0.025981   0.495963  -0.052   0.9582    
## org_name_2Le Jardin Academy          -0.503948   0.564404  -0.893   0.3719    
## org_name_2Leilehua High School        0.492346   0.431576   1.141   0.2540    
## org_name_2Maui High School            0.283732   0.471069   0.602   0.5470    
## org_name_2McKinley High School        0.633719   0.468601   1.352   0.1763    
## org_name_2Mid Pacific Institute      -0.126351   0.408358  -0.309   0.7570    
## org_name_2Mililani High School        0.108050   0.417033   0.259   0.7956    
## org_name_2Moanalua High School       -0.218948   0.473670  -0.462   0.6439    
## org_name_2Nanakuli High School        0.257537   0.546322   0.471   0.6374    
## org_name_2Pearl City High School      0.141521   0.420910   0.336   0.7367    
## org_name_2Radford High School         0.444454   0.509387   0.873   0.3829    
## org_name_2Roosevelt High School      -0.039233   0.477559  -0.082   0.9345    
## org_name_2Sacred Hearts Academy      -0.083078   0.459877  -0.181   0.8566    
## org_name_2St Andrews Priory           0.496797   0.645511   0.770   0.4415    
## org_name_2St Francis                 -0.496945   0.538543  -0.923   0.3562    
## org_name_2St Louis School             0.294889   0.516742   0.571   0.5682    
## org_name_2University Lab School       1.119595   0.468601   2.389   0.0169 *  
## org_name_2Waiakea High School         0.504436   0.568502   0.887   0.3749    
## org_name_2Waialua High School        -0.011296   0.484333  -0.023   0.9814    
## org_name_2Waianae High School         0.054220   0.603280   0.090   0.9284    
## org_name_2Waimea High School          0.052055   0.496773   0.105   0.9165    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.758 on 8600 degrees of freedom
##   (8995 observations deleted due to missingness)
## Multiple R-squared:  0.008213,   Adjusted R-squared:  0.003023 
## F-statistic: 1.583 on 45 and 8600 DF,  p-value: 0.007851

Reaction Time

Baseline 1 Model

## 
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ org_name_1, 
##     data = baseline_school)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.25065 -0.06601 -0.01571  0.04674  2.10935 
## 
## Coefficients:
##                                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           0.6957265  0.0099971  69.593  < 2e-16 ***
## org_name_1Anuenue Schools            -0.0230146  0.0172665  -1.333 0.182591    
## org_name_1Campbell High School       -0.0127467  0.0126095  -1.011 0.312096    
## org_name_1Castle High School         -0.0215648  0.0116169  -1.856 0.063433 .  
## org_name_1Damien Memorial School     -0.0147773  0.0118144  -1.251 0.211039    
## org_name_1Farrington High School     -0.0278991  0.0116079  -2.403 0.016258 *  
## org_name_1Hanalani School            -0.0247626  0.0130531  -1.897 0.057846 .  
## org_name_1Hawaii Baptist Academy     -0.0413970  0.0120309  -3.441 0.000582 ***
## org_name_1Hilo High School           -0.0431640  0.0131539  -3.281 0.001036 ** 
## org_name_1Honokaa High School         0.0042735  0.0143951   0.297 0.766570    
## org_name_1Iolani School              -0.0331002  0.0109374  -3.026 0.002481 ** 
## org_name_1Kahuku High  School        -0.0239384  0.0117755  -2.033 0.042087 *  
## org_name_1Kailua High School         -0.0236335  0.0129586  -1.824 0.068216 .  
## org_name_1Kaimuki High School         0.0006485  0.0131539   0.049 0.960680    
## org_name_1Kaiser High School         -0.0596873  0.0120747  -4.943 7.80e-07 ***
## org_name_1Kalaheo High School        -0.0307914  0.0122704  -2.509 0.012108 *  
## org_name_1Kalani High School         -0.0652633  0.0114806  -5.685 1.35e-08 ***
## org_name_1Kapaa High School          -0.0261265  0.0117864  -2.217 0.026667 *  
## org_name_1Kapolei High School        -0.0168967  0.0127334  -1.327 0.184551    
## org_name_1Kauai High School          -0.0398549  0.0123928  -3.216 0.001304 ** 
## org_name_1Keaau High School          -0.0254248  0.0122615  -2.074 0.038145 *  
## org_name_1Kealakehe High School      -0.0500283  0.0112374  -4.452 8.60e-06 ***
## org_name_1King Kekaulike High School -0.0312872  0.0124332  -2.516 0.011869 *  
## org_name_1Konawaena High School      -0.0598502  0.0148489  -4.031 5.60e-05 ***
## org_name_1La Pietra                   0.0182931  0.0146486   1.249 0.211767    
## org_name_1Lahainaluna High School    -0.0372470  0.0129740  -2.871 0.004101 ** 
## org_name_1Le Jardin Academy          -0.0204419  0.0139646  -1.464 0.143266    
## org_name_1Leilehua High School       -0.0360171  0.0113250  -3.180 0.001475 ** 
## org_name_1Maui High School           -0.0145177  0.0128137  -1.133 0.257247    
## org_name_1McKinley High School       -0.0551839  0.0120526  -4.579 4.73e-06 ***
## org_name_1Mid Pacific Institute      -0.0008853  0.0108458  -0.082 0.934943    
## org_name_1Mililani High School       -0.0392192  0.0111469  -3.518 0.000436 ***
## org_name_1Moanalua High School       -0.0422244  0.0122180  -3.456 0.000551 ***
## org_name_1Nanakuli High School        0.0146859  0.0148489   0.989 0.322677    
## org_name_1Pearl City High School     -0.0188244  0.0112507  -1.673 0.094321 .  
## org_name_1Radford High School        -0.0497138  0.0131890  -3.769 0.000165 ***
## org_name_1Roosevelt High School       0.0449187  0.0127597   3.520 0.000433 ***
## org_name_1Sacred Hearts Academy      -0.0101803  0.0122096  -0.834 0.404415    
## org_name_1St Andrews Priory           0.0033013  0.0161972   0.204 0.838499    
## org_name_1St Francis                 -0.0141640  0.0138310  -1.024 0.305821    
## org_name_1St Louis School            -0.0124707  0.0138053  -0.903 0.366375    
## org_name_1University Lab School      -0.0100122  0.0123347  -0.812 0.416975    
## org_name_1Waiakea High School        -0.0309030  0.0154113  -2.005 0.044966 *  
## org_name_1Waialua High School        -0.0329358  0.0129586  -2.542 0.011048 *  
## org_name_1Waianae High School         0.0100052  0.0155738   0.642 0.520602    
## org_name_1Waimea High School         -0.0266942  0.0127597  -2.092 0.036455 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1081 on 10587 degrees of freedom
##   (7008 observations deleted due to missingness)
## Multiple R-squared:  0.0345, Adjusted R-squared:  0.0304 
## F-statistic: 8.407 on 45 and 10587 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ org_name_2, 
##     data = baseline_school)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.22229 -0.04782 -0.00482  0.03953  0.44071 
## 
## Coefficients:
##                                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           6.005e-01  6.163e-03  97.435  < 2e-16 ***
## org_name_2Anuenue Schools            -7.631e-03  1.064e-02  -0.717 0.473438    
## org_name_2Campbell High School       -2.949e-03  7.781e-03  -0.379 0.704661    
## org_name_2Castle High School         -5.692e-03  7.162e-03  -0.795 0.426725    
## org_name_2Damien Memorial School     -3.985e-05  7.280e-03  -0.005 0.995633    
## org_name_2Farrington High School     -1.123e-02  7.156e-03  -1.569 0.116712    
## org_name_2Hanalani School            -1.865e-02  8.047e-03  -2.317 0.020523 *  
## org_name_2Hawaii Baptist Academy     -2.270e-02  7.417e-03  -3.060 0.002218 ** 
## org_name_2Hilo High School           -2.476e-02  8.109e-03  -3.054 0.002267 ** 
## org_name_2Honokaa High School         1.839e-02  8.875e-03   2.072 0.038309 *  
## org_name_2Iolani School              -2.799e-02  6.743e-03  -4.151 3.34e-05 ***
## org_name_2Kahuku High  School        -9.056e-03  7.260e-03  -1.247 0.212263    
## org_name_2Kailua High School         -1.191e-02  7.989e-03  -1.491 0.136102    
## org_name_2Kaimuki High School         9.362e-03  8.109e-03   1.154 0.248324    
## org_name_2Kaiser High School         -3.985e-02  7.444e-03  -5.353 8.84e-08 ***
## org_name_2Kalaheo High School        -1.579e-02  7.565e-03  -2.088 0.036831 *  
## org_name_2Kalani High School         -4.269e-02  7.078e-03  -6.032 1.67e-09 ***
## org_name_2Kapaa High School          -1.385e-02  7.266e-03  -1.906 0.056738 .  
## org_name_2Kapolei High School        -8.226e-03  7.850e-03  -1.048 0.294742    
## org_name_2Kauai High School          -1.703e-02  7.640e-03  -2.229 0.025863 *  
## org_name_2Keaau High School          -1.008e-02  7.559e-03  -1.334 0.182326    
## org_name_2Kealakehe High School      -2.916e-02  6.928e-03  -4.209 2.58e-05 ***
## org_name_2King Kekaulike High School -1.663e-02  7.665e-03  -2.170 0.030017 *  
## org_name_2Konawaena High School      -4.041e-02  9.154e-03  -4.414 1.02e-05 ***
## org_name_2La Pietra                   2.282e-02  9.031e-03   2.527 0.011520 *  
## org_name_2Lahainaluna High School    -1.636e-02  7.998e-03  -2.046 0.040830 *  
## org_name_2Le Jardin Academy          -1.305e-02  8.626e-03  -1.513 0.130245    
## org_name_2Leilehua High School       -1.574e-02  6.982e-03  -2.255 0.024164 *  
## org_name_2Maui High School           -1.051e-02  7.900e-03  -1.331 0.183283    
## org_name_2McKinley High School       -2.699e-02  7.430e-03  -3.632 0.000283 ***
## org_name_2Mid Pacific Institute       7.584e-03  6.686e-03   1.134 0.256676    
## org_name_2Mililani High School       -1.843e-02  6.872e-03  -2.682 0.007320 ** 
## org_name_2Moanalua High School       -2.579e-02  7.532e-03  -3.423 0.000621 ***
## org_name_2Nanakuli High School        1.464e-02  9.154e-03   1.599 0.109752    
## org_name_2Pearl City High School     -1.006e-02  6.936e-03  -1.450 0.147088    
## org_name_2Radford High School        -2.172e-02  8.131e-03  -2.671 0.007581 ** 
## org_name_2Roosevelt High School      -1.938e-02  7.866e-03  -2.464 0.013749 *  
## org_name_2Sacred Hearts Academy       2.891e-03  7.527e-03   0.384 0.700975    
## org_name_2St Andrews Priory           1.490e-02  9.986e-03   1.493 0.135586    
## org_name_2St Francis                  3.706e-03  8.527e-03   0.435 0.663844    
## org_name_2St Louis School             2.665e-03  8.511e-03   0.313 0.754149    
## org_name_2University Lab School       2.907e-04  7.604e-03   0.038 0.969501    
## org_name_2Waiakea High School        -1.475e-02  9.501e-03  -1.552 0.120630    
## org_name_2Waialua High School        -5.978e-03  7.989e-03  -0.748 0.454311    
## org_name_2Waianae High School         1.937e-02  9.601e-03   2.017 0.043725 *  
## org_name_2Waimea High School         -1.256e-02  7.866e-03  -1.596 0.110484    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.06667 on 10587 degrees of freedom
##   (7008 observations deleted due to missingness)
## Multiple R-squared:  0.0434, Adjusted R-squared:  0.03933 
## F-statistic: 10.67 on 45 and 10587 DF,  p-value: < 2.2e-16

Score Increase Model

## 
## Call:
## lm(formula = reaction_time_diff ~ org_name_2, data = baseline_school)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.14952 -0.04934 -0.01934  0.02565  2.20048 
## 
## Coefficients:
##                                        Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                           9.521e-02  7.763e-03  12.265  < 2e-16 ***
## org_name_2Anuenue Schools            -1.538e-02  1.341e-02  -1.147  0.25127    
## org_name_2Campbell High School       -1.176e-02  9.801e-03  -1.200  0.23013    
## org_name_2Castle High School         -1.587e-02  9.021e-03  -1.760  0.07852 .  
## org_name_2Damien Memorial School     -1.342e-02  9.170e-03  -1.464  0.14326    
## org_name_2Farrington High School     -1.667e-02  9.014e-03  -1.850  0.06440 .  
## org_name_2Hanalani School            -6.117e-03  1.014e-02  -0.604  0.54618    
## org_name_2Hawaii Baptist Academy     -1.870e-02  9.342e-03  -2.002  0.04535 *  
## org_name_2Hilo High School           -1.840e-02  1.021e-02  -1.802  0.07165 .  
## org_name_2Honokaa High School        -1.411e-02  1.118e-02  -1.263  0.20679    
## org_name_2Iolani School              -5.113e-03  8.493e-03  -0.602  0.54720    
## org_name_2Kahuku High  School        -1.488e-02  9.144e-03  -1.628  0.10364    
## org_name_2Kailua High School         -1.173e-02  1.006e-02  -1.165  0.24395    
## org_name_2Kaimuki High School        -8.714e-03  1.021e-02  -0.853  0.39363    
## org_name_2Kaiser High School         -1.984e-02  9.376e-03  -2.116  0.03436 *  
## org_name_2Kalaheo High School        -1.500e-02  9.528e-03  -1.574  0.11552    
## org_name_2Kalani High School         -2.257e-02  8.915e-03  -2.532  0.01136 *  
## org_name_2Kapaa High School          -1.228e-02  9.152e-03  -1.342  0.17970    
## org_name_2Kapolei High School        -8.671e-03  9.888e-03  -0.877  0.38053    
## org_name_2Kauai High School          -2.283e-02  9.623e-03  -2.372  0.01770 *  
## org_name_2Keaau High School          -1.534e-02  9.521e-03  -1.611  0.10711    
## org_name_2Kealakehe High School      -2.087e-02  8.726e-03  -2.391  0.01681 *  
## org_name_2King Kekaulike High School -1.465e-02  9.655e-03  -1.518  0.12912    
## org_name_2Konawaena High School      -1.944e-02  1.153e-02  -1.686  0.09183 .  
## org_name_2La Pietra                  -4.527e-03  1.137e-02  -0.398  0.69063    
## org_name_2Lahainaluna High School    -2.089e-02  1.007e-02  -2.073  0.03818 *  
## org_name_2Le Jardin Academy          -7.919e-03  1.087e-02  -0.729  0.46615    
## org_name_2Leilehua High School       -2.027e-02  8.794e-03  -2.305  0.02116 *  
## org_name_2Maui High School           -4.005e-03  9.950e-03  -0.402  0.68733    
## org_name_2McKinley High School       -2.820e-02  9.359e-03  -3.013  0.00259 ** 
## org_name_2Mid Pacific Institute      -8.401e-03  8.421e-03  -0.998  0.31849    
## org_name_2Mililani High School       -2.079e-02  8.656e-03  -2.401  0.01635 *  
## org_name_2Moanalua High School       -1.644e-02  9.488e-03  -1.733  0.08321 .  
## org_name_2Nanakuli High School        4.406e-05  1.153e-02   0.004  0.99695    
## org_name_2Pearl City High School     -8.767e-03  8.736e-03  -1.004  0.31563    
## org_name_2Radford High School        -2.800e-02  1.024e-02  -2.734  0.00627 ** 
## org_name_2Roosevelt High School       6.430e-02  9.908e-03   6.490 8.98e-11 ***
## org_name_2Sacred Hearts Academy      -1.307e-02  9.481e-03  -1.379  0.16804    
## org_name_2St Andrews Priory          -1.160e-02  1.258e-02  -0.922  0.35629    
## org_name_2St Francis                 -1.787e-02  1.074e-02  -1.664  0.09617 .  
## org_name_2St Louis School            -1.514e-02  1.072e-02  -1.412  0.15800    
## org_name_2University Lab School      -1.030e-02  9.578e-03  -1.076  0.28210    
## org_name_2Waiakea High School        -1.615e-02  1.197e-02  -1.350  0.17707    
## org_name_2Waialua High School        -2.696e-02  1.006e-02  -2.679  0.00740 ** 
## org_name_2Waianae High School        -9.360e-03  1.209e-02  -0.774  0.43896    
## org_name_2Waimea High School         -1.414e-02  9.908e-03  -1.427  0.15363    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.08397 on 10587 degrees of freedom
##   (7008 observations deleted due to missingness)
## Multiple R-squared:  0.02059,    Adjusted R-squared:  0.01643 
## F-statistic: 4.946 on 45 and 10587 DF,  p-value: < 2.2e-16

What is the relationship between sport played and point increase on baseline testing?

To explore the relationship between sport played and point increase on baseline testing, sports with 400 or more individuals who completed two baseline tests were included from the sample of individuals who achieved positive gain on at least one baseline test domain. This new sample consists of 15,520 individuals.

Verbal Memory

Baseline 1 Model

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ user_current_sport_1, 
##     data = baseline_sport)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -38.110  -6.214   0.493   6.786  21.732 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                  75.0000     6.5181  11.506
## user_current_sport_1Baseball                  3.0969     6.5300   0.474
## user_current_sport_1Basketball                4.2142     6.5238   0.646
## user_current_sport_1Boating Related           7.1538     7.0015   1.022
## user_current_sport_1Bowling                   8.3333     8.4148   0.990
## user_current_sport_1Boxing                    6.7500     7.9830   0.846
## user_current_sport_1Bull Riding              -1.0000    11.2897  -0.089
## user_current_sport_1Cheerleading              6.1146     6.5340   0.936
## user_current_sport_1Dance                     5.6667     8.4148   0.673
## user_current_sport_1Field Hockey              6.0000    11.2897   0.531
## user_current_sport_1Football                  2.7855     6.5237   0.427
## user_current_sport_1Football Freshman         2.2680     6.5349   0.347
## user_current_sport_1Football Junior Varsity   2.8081     6.5259   0.430
## user_current_sport_1Football Middle School    1.4194     6.7251   0.211
## user_current_sport_1Football Varsity          3.2698     6.5696   0.498
## user_current_sport_1Golf                      5.5833     7.0403   0.793
## user_current_sport_1Gymnastics                2.5556     7.2060   0.355
## user_current_sport_1Ice Hockey               24.0000    11.2897   2.126
## user_current_sport_1Martial Arts              4.2718     6.5514   0.652
## user_current_sport_1Paddling                  7.5556     7.2060   1.049
## user_current_sport_1Rifle                     0.6667     8.4148   0.079
## user_current_sport_1Rowing                   -1.6923     7.0015  -0.242
## user_current_sport_1Rugby                    -2.3333     8.4148  -0.277
## user_current_sport_1Sailing                   7.5000     9.2180   0.814
## user_current_sport_1Skateboarding             6.0000    11.2897   0.531
## user_current_sport_1Snowboarding free ride    4.0000     9.2180   0.434
## user_current_sport_1Snowboarding halfpipe    14.5000     9.2180   1.573
## user_current_sport_1Soccer                    4.8066     6.5227   0.737
## user_current_sport_1Softball                  4.3995     6.5344   0.673
## user_current_sport_1Swimming                  6.6429     6.6335   1.001
## user_current_sport_1Tennis                    5.1098     6.5971   0.775
## user_current_sport_1Track & Field             5.1053     6.6315   0.770
## user_current_sport_1Volleyball                4.7296     6.5236   0.725
## user_current_sport_1Water Polo                3.8816     6.5608   0.592
## user_current_sport_1Wrestling                 3.5071     6.5334   0.537
## user_current_sport_1X-Country                 4.2785     6.6001   0.648
##                                             Pr(>|t|)    
## (Intercept)                                   <2e-16 ***
## user_current_sport_1Baseball                  0.6353    
## user_current_sport_1Basketball                0.5183    
## user_current_sport_1Boating Related           0.3069    
## user_current_sport_1Bowling                   0.3220    
## user_current_sport_1Boxing                    0.3978    
## user_current_sport_1Bull Riding               0.9294    
## user_current_sport_1Cheerleading              0.3494    
## user_current_sport_1Dance                     0.5007    
## user_current_sport_1Field Hockey              0.5951    
## user_current_sport_1Football                  0.6694    
## user_current_sport_1Football Freshman         0.7285    
## user_current_sport_1Football Junior Varsity   0.6670    
## user_current_sport_1Football Middle School    0.8328    
## user_current_sport_1Football Varsity          0.6187    
## user_current_sport_1Golf                      0.4278    
## user_current_sport_1Gymnastics                0.7229    
## user_current_sport_1Ice Hockey                0.0335 *  
## user_current_sport_1Martial Arts              0.5144    
## user_current_sport_1Paddling                  0.2944    
## user_current_sport_1Rifle                     0.9369    
## user_current_sport_1Rowing                    0.8090    
## user_current_sport_1Rugby                     0.7816    
## user_current_sport_1Sailing                   0.4159    
## user_current_sport_1Skateboarding             0.5951    
## user_current_sport_1Snowboarding free ride    0.6643    
## user_current_sport_1Snowboarding halfpipe     0.1158    
## user_current_sport_1Soccer                    0.4612    
## user_current_sport_1Softball                  0.5008    
## user_current_sport_1Swimming                  0.3167    
## user_current_sport_1Tennis                    0.4386    
## user_current_sport_1Track & Field             0.4414    
## user_current_sport_1Volleyball                0.4685    
## user_current_sport_1Water Polo                0.5541    
## user_current_sport_1Wrestling                 0.5914    
## user_current_sport_1X-Country                 0.5168    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.218 on 8750 degrees of freedom
##   (6734 observations deleted due to missingness)
## Multiple R-squared:  0.01413,    Adjusted R-squared:  0.01018 
## F-statistic: 3.583 on 35 and 8750 DF,  p-value: 5.353e-12

Baseline 2 Model

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ user_current_sport_2, 
##     data = baseline_sport)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -35.180  -5.197   1.085   6.478  12.643 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                     78.000      8.047   9.693
## user_current_sport_2Baseball                     9.938      8.055   1.234
## user_current_sport_2Basketball                  10.825      8.051   1.345
## user_current_sport_2Boating Related             10.588      8.280   1.279
## user_current_sport_2Bowling                     11.647      8.280   1.407
## user_current_sport_2Boxing                      20.000     11.380   1.757
## user_current_sport_2Cheerleading                11.915      8.056   1.479
## user_current_sport_2Dance                       13.000      9.292   1.399
## user_current_sport_2Diving                      -0.750      8.997  -0.083
## user_current_sport_2Field Hockey                10.000      9.855   1.015
## user_current_sport_2Football                     9.573      8.050   1.189
## user_current_sport_2Football Freshman           10.056      8.158   1.233
## user_current_sport_2Football Junior Varsity     11.720      8.087   1.449
## user_current_sport_2Football Middle School       9.357      8.329   1.123
## user_current_sport_2Football Varsity            10.062      8.052   1.250
## user_current_sport_2Golf                         9.389      8.267   1.136
## user_current_sport_2Gymnastics                  16.000      9.855   1.623
## user_current_sport_2Martial Arts                10.934      8.063   1.356
## user_current_sport_2Motocross                   11.000     11.380   0.967
## user_current_sport_2Paddling                     9.781      8.172   1.197
## user_current_sport_2Rifle                       11.667      8.692   1.342
## user_current_sport_2Rowing                      10.833      8.267   1.310
## user_current_sport_2Rugby                      -14.000     11.380  -1.230
## user_current_sport_2Sailing                     15.857      8.602   1.843
## user_current_sport_2Skateboarding               14.000     11.380   1.230
## user_current_sport_2Snowboarding boardercross    3.000     11.380   0.264
## user_current_sport_2Soccer                      11.522      8.050   1.431
## user_current_sport_2Softball                    11.881      8.059   1.474
## user_current_sport_2Swimming                    11.180      8.113   1.378
## user_current_sport_2Tennis                      12.119      8.095   1.497
## user_current_sport_2Track & Field               10.000      8.091   1.236
## user_current_sport_2Ultimate Frisbee             2.000     11.380   0.176
## user_current_sport_2Volleyball                  11.251      8.050   1.398
## user_current_sport_2Water Polo                  11.317      8.067   1.403
## user_current_sport_2Wrestling                   10.197      8.055   1.266
## user_current_sport_2X-Country                   11.928      8.088   1.475
##                                               Pr(>|t|)    
## (Intercept)                                     <2e-16 ***
## user_current_sport_2Baseball                    0.2173    
## user_current_sport_2Basketball                  0.1788    
## user_current_sport_2Boating Related             0.2010    
## user_current_sport_2Bowling                     0.1596    
## user_current_sport_2Boxing                      0.0789 .  
## user_current_sport_2Cheerleading                0.1392    
## user_current_sport_2Dance                       0.1618    
## user_current_sport_2Diving                      0.9336    
## user_current_sport_2Field Hockey                0.3103    
## user_current_sport_2Football                    0.2344    
## user_current_sport_2Football Freshman           0.2177    
## user_current_sport_2Football Junior Varsity     0.1473    
## user_current_sport_2Football Middle School      0.2613    
## user_current_sport_2Football Varsity            0.2115    
## user_current_sport_2Golf                        0.2561    
## user_current_sport_2Gymnastics                  0.1045    
## user_current_sport_2Martial Arts                0.1751    
## user_current_sport_2Motocross                   0.3338    
## user_current_sport_2Paddling                    0.2313    
## user_current_sport_2Rifle                       0.1795    
## user_current_sport_2Rowing                      0.1901    
## user_current_sport_2Rugby                       0.2186    
## user_current_sport_2Sailing                     0.0653 .  
## user_current_sport_2Skateboarding               0.2186    
## user_current_sport_2Snowboarding boardercross   0.7921    
## user_current_sport_2Soccer                      0.1524    
## user_current_sport_2Softball                    0.1405    
## user_current_sport_2Swimming                    0.1682    
## user_current_sport_2Tennis                      0.1344    
## user_current_sport_2Track & Field               0.2165    
## user_current_sport_2Ultimate Frisbee            0.8605    
## user_current_sport_2Volleyball                  0.1623    
## user_current_sport_2Water Polo                  0.1607    
## user_current_sport_2Wrestling                   0.2055    
## user_current_sport_2X-Country                   0.1403    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.047 on 8750 degrees of freedom
##   (6734 observations deleted due to missingness)
## Multiple R-squared:  0.01294,    Adjusted R-squared:  0.008995 
## F-statistic: 3.278 on 35 and 8750 DF,  p-value: 2.492e-10

Score Increase Model

## 
## Call:
## lm(formula = memory_verbal_diff ~ user_current_sport_2, data = baseline_sport)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -10.340  -5.570  -1.570   4.175  34.429 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                     15.000      6.949   2.158
## user_current_sport_2Baseball                    -5.175      6.956  -0.744
## user_current_sport_2Basketball                  -5.429      6.952  -0.781
## user_current_sport_2Boating Related             -6.059      7.151  -0.847
## user_current_sport_2Bowling                     -7.765      7.151  -1.086
## user_current_sport_2Boxing                       3.000      9.828   0.305
## user_current_sport_2Cheerleading                -5.792      6.957  -0.833
## user_current_sport_2Dance                      -10.667      8.024  -1.329
## user_current_sport_2Diving                      -6.000      7.770  -0.772
## user_current_sport_2Field Hockey                -7.000      8.511  -0.822
## user_current_sport_2Football                    -5.001      6.952  -0.719
## user_current_sport_2Football Freshman           -4.389      7.045  -0.623
## user_current_sport_2Football Junior Varsity     -3.660      6.984  -0.524
## user_current_sport_2Football Middle School      -7.786      7.193  -1.082
## user_current_sport_2Football Varsity            -4.605      6.953  -0.662
## user_current_sport_2Golf                        -3.889      7.140  -0.545
## user_current_sport_2Gymnastics                  -3.000      8.511  -0.352
## user_current_sport_2Martial Arts                -4.876      6.964  -0.700
## user_current_sport_2Motocross                   -2.000      9.828  -0.204
## user_current_sport_2Paddling                    -4.313      7.057  -0.611
## user_current_sport_2Rifle                       -4.833      7.506  -0.644
## user_current_sport_2Rowing                      -6.444      7.140  -0.903
## user_current_sport_2Rugby                      -14.000      9.828  -1.425
## user_current_sport_2Sailing                     -7.000      7.429  -0.942
## user_current_sport_2Skateboarding              -10.000      9.828  -1.018
## user_current_sport_2Snowboarding boardercross   -1.000      9.828  -0.102
## user_current_sport_2Soccer                      -5.363      6.952  -0.771
## user_current_sport_2Softball                    -5.232      6.960  -0.752
## user_current_sport_2Swimming                    -6.180      7.006  -0.882
## user_current_sport_2Tennis                      -5.679      6.991  -0.812
## user_current_sport_2Track & Field               -5.066      6.987  -0.725
## user_current_sport_2Ultimate Frisbee            -5.000      9.828  -0.509
## user_current_sport_2Volleyball                  -5.430      6.952  -0.781
## user_current_sport_2Water Polo                  -4.583      6.967  -0.658
## user_current_sport_2Wrestling                   -5.652      6.956  -0.812
## user_current_sport_2X-Country                   -4.464      6.985  -0.639
##                                               Pr(>|t|)  
## (Intercept)                                     0.0309 *
## user_current_sport_2Baseball                    0.4569  
## user_current_sport_2Basketball                  0.4349  
## user_current_sport_2Boating Related             0.3969  
## user_current_sport_2Bowling                     0.2776  
## user_current_sport_2Boxing                      0.7602  
## user_current_sport_2Cheerleading                0.4051  
## user_current_sport_2Dance                       0.1838  
## user_current_sport_2Diving                      0.4400  
## user_current_sport_2Field Hockey                0.4108  
## user_current_sport_2Football                    0.4719  
## user_current_sport_2Football Freshman           0.5333  
## user_current_sport_2Football Junior Varsity     0.6003  
## user_current_sport_2Football Middle School      0.2791  
## user_current_sport_2Football Varsity            0.5078  
## user_current_sport_2Golf                        0.5860  
## user_current_sport_2Gymnastics                  0.7245  
## user_current_sport_2Martial Arts                0.4838  
## user_current_sport_2Motocross                   0.8387  
## user_current_sport_2Paddling                    0.5412  
## user_current_sport_2Rifle                       0.5196  
## user_current_sport_2Rowing                      0.3668  
## user_current_sport_2Rugby                       0.1543  
## user_current_sport_2Sailing                     0.3461  
## user_current_sport_2Skateboarding               0.3089  
## user_current_sport_2Snowboarding boardercross   0.9190  
## user_current_sport_2Soccer                      0.4404  
## user_current_sport_2Softball                    0.4522  
## user_current_sport_2Swimming                    0.3777  
## user_current_sport_2Tennis                      0.4166  
## user_current_sport_2Track & Field               0.4685  
## user_current_sport_2Ultimate Frisbee            0.6109  
## user_current_sport_2Volleyball                  0.4348  
## user_current_sport_2Water Polo                  0.5107  
## user_current_sport_2Wrestling                   0.4165  
## user_current_sport_2X-Country                   0.5228  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.949 on 8750 degrees of freedom
##   (6734 observations deleted due to missingness)
## Multiple R-squared:  0.004527,   Adjusted R-squared:  0.0005455 
## F-statistic: 1.137 on 35 and 8750 DF,  p-value: 0.2656

Visual Memory

Baseline 1 Model

## 
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ user_current_sport_1, 
##     data = baseline_sport)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -43.648  -8.415   0.779   8.779  30.779 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                   61.500      8.570   7.176
## user_current_sport_1Baseball                   6.148      8.584   0.716
## user_current_sport_1Basketball                 6.721      8.577   0.784
## user_current_sport_1Boating Related            1.062      9.090   0.117
## user_current_sport_1Bobsled                    6.500     14.844   0.438
## user_current_sport_1Bowling                   14.500     11.064   1.311
## user_current_sport_1Boxing                     9.000     12.120   0.743
## user_current_sport_1Cheerleading               6.248      8.591   0.727
## user_current_sport_1Dance                     11.214      9.718   1.154
## user_current_sport_1Equestrian Sports         19.500     12.120   1.609
## user_current_sport_1Field Hockey              12.500     14.844   0.842
## user_current_sport_1Football                   6.769      8.577   0.789
## user_current_sport_1Football Freshman          6.044      8.591   0.704
## user_current_sport_1Football Junior Varsity    6.915      8.580   0.806
## user_current_sport_1Football Middle School     6.762      8.772   0.771
## user_current_sport_1Football Varsity           6.255      8.628   0.725
## user_current_sport_1Golf                       1.423      9.206   0.155
## user_current_sport_1Gymnastics                 6.100      9.388   0.650
## user_current_sport_1Martial Arts               7.558      8.606   0.878
## user_current_sport_1Motocross                 -2.500     14.844  -0.168
## user_current_sport_1Paddling                  10.143      9.162   1.107
## user_current_sport_1Rifle                     12.167     11.064   1.100
## user_current_sport_1Rowing                     8.500      8.951   0.950
## user_current_sport_1Rugby                     -1.250     10.496  -0.119
## user_current_sport_1Sailing                    5.000     12.120   0.413
## user_current_sport_1Skateboarding             11.167     11.064   1.009
## user_current_sport_1Snowboarding free ride    15.000     12.120   1.238
## user_current_sport_1Snowboarding halfpipe     20.000     12.120   1.650
## user_current_sport_1Soccer                     7.635      8.576   0.890
## user_current_sport_1Softball                   5.248      8.592   0.611
## user_current_sport_1Swimming                   7.958      8.688   0.916
## user_current_sport_1Tennis                     6.273      8.658   0.725
## user_current_sport_1Track & Field              8.959      8.710   1.029
## user_current_sport_1Volleyball                 6.881      8.577   0.802
## user_current_sport_1Water Polo                 6.316      8.623   0.732
## user_current_sport_1Wrestling                  6.384      8.589   0.743
## user_current_sport_1X-Country                  8.603      8.668   0.993
##                                             Pr(>|t|)    
## (Intercept)                                 7.72e-13 ***
## user_current_sport_1Baseball                  0.4739    
## user_current_sport_1Basketball                0.4333    
## user_current_sport_1Boating Related           0.9070    
## user_current_sport_1Bobsled                   0.6615    
## user_current_sport_1Bowling                   0.1900    
## user_current_sport_1Boxing                    0.4578    
## user_current_sport_1Cheerleading              0.4671    
## user_current_sport_1Dance                     0.2485    
## user_current_sport_1Equestrian Sports         0.1077    
## user_current_sport_1Field Hockey              0.3998    
## user_current_sport_1Football                  0.4301    
## user_current_sport_1Football Freshman         0.4818    
## user_current_sport_1Football Junior Varsity   0.4203    
## user_current_sport_1Football Middle School    0.4408    
## user_current_sport_1Football Varsity          0.4685    
## user_current_sport_1Golf                      0.8772    
## user_current_sport_1Gymnastics                0.5159    
## user_current_sport_1Martial Arts              0.3798    
## user_current_sport_1Motocross                 0.8663    
## user_current_sport_1Paddling                  0.2683    
## user_current_sport_1Rifle                     0.2715    
## user_current_sport_1Rowing                    0.3423    
## user_current_sport_1Rugby                     0.9052    
## user_current_sport_1Sailing                   0.6800    
## user_current_sport_1Skateboarding             0.3129    
## user_current_sport_1Snowboarding free ride    0.2159    
## user_current_sport_1Snowboarding halfpipe     0.0989 .  
## user_current_sport_1Soccer                    0.3733    
## user_current_sport_1Softball                  0.5413    
## user_current_sport_1Swimming                  0.3597    
## user_current_sport_1Tennis                    0.4688    
## user_current_sport_1Track & Field             0.3037    
## user_current_sport_1Volleyball                0.4224    
## user_current_sport_1Water Polo                0.4639    
## user_current_sport_1Wrestling                 0.4573    
## user_current_sport_1X-Country                 0.3210    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 12.12 on 9374 degrees of freedom
##   (6109 observations deleted due to missingness)
## Multiple R-squared:  0.004691,   Adjusted R-squared:  0.0008685 
## F-statistic: 1.227 on 36 and 9374 DF,  p-value: 0.165

Baseline 2 Model

## 
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ user_current_sport_2, 
##     data = baseline_sport)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -42.660  -6.871   0.547   8.543  20.794 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                   70.000     10.714   6.533
## user_current_sport_2Baseball                  10.473     10.724   0.977
## user_current_sport_2Basketball                 9.871     10.719   0.921
## user_current_sport_2Boating Related            9.733     11.066   0.880
## user_current_sport_2Bowling                    9.789     10.993   0.891
## user_current_sport_2Boxing                    19.500     13.122   1.486
## user_current_sport_2Bull Riding               22.000     15.153   1.452
## user_current_sport_2Cheerleading               9.668     10.727   0.901
## user_current_sport_2Dance                     13.500     13.122   1.029
## user_current_sport_2Diving                    -7.333     12.372  -0.593
## user_current_sport_2Equestrian Sports         18.000     15.153   1.188
## user_current_sport_2Fencing                   24.000     15.153   1.584
## user_current_sport_2Field Hockey               7.000     13.122   0.533
## user_current_sport_2Football                  10.453     10.718   0.975
## user_current_sport_2Football Freshman         10.268     10.844   0.947
## user_current_sport_2Football Junior Varsity   10.061     10.761   0.935
## user_current_sport_2Football Middle School     9.400     11.066   0.849
## user_current_sport_2Football Varsity          10.457     10.720   0.975
## user_current_sport_2Golf                      10.053     10.993   0.914
## user_current_sport_2Gymnastics                 6.000     12.372   0.485
## user_current_sport_2Ice Hockey                24.000     15.153   1.584
## user_current_sport_2Martial Arts              11.285     10.734   1.051
## user_current_sport_2Motorsports               13.000     15.153   0.858
## user_current_sport_2Paddling                  12.257     10.866   1.128
## user_current_sport_2Rifle                     17.444     11.294   1.545
## user_current_sport_2Rowing                    11.152     10.876   1.025
## user_current_sport_2Rugby                      2.000     13.122   0.152
## user_current_sport_2Sailing                   17.250     11.364   1.518
## user_current_sport_2Skateboarding              8.500     13.122   0.648
## user_current_sport_2Soccer                    11.154     10.718   1.041
## user_current_sport_2Softball                   9.991     10.731   0.931
## user_current_sport_2Swimming                   9.206     10.799   0.853
## user_current_sport_2Tennis                    11.896     10.770   1.105
## user_current_sport_2Track & Field             10.322     10.774   0.958
## user_current_sport_2Ultimate Frisbee           3.000     15.153   0.198
## user_current_sport_2Volleyball                10.660     10.719   0.995
## user_current_sport_2Water Polo                10.451     10.738   0.973
## user_current_sport_2Wrestling                  9.439     10.724   0.880
## user_current_sport_2X-Country                 10.833     10.764   1.006
##                                             Pr(>|t|)    
## (Intercept)                                 6.77e-11 ***
## user_current_sport_2Baseball                   0.329    
## user_current_sport_2Basketball                 0.357    
## user_current_sport_2Boating Related            0.379    
## user_current_sport_2Bowling                    0.373    
## user_current_sport_2Boxing                     0.137    
## user_current_sport_2Bull Riding                0.147    
## user_current_sport_2Cheerleading               0.367    
## user_current_sport_2Dance                      0.304    
## user_current_sport_2Diving                     0.553    
## user_current_sport_2Equestrian Sports          0.235    
## user_current_sport_2Fencing                    0.113    
## user_current_sport_2Field Hockey               0.594    
## user_current_sport_2Football                   0.329    
## user_current_sport_2Football Freshman          0.344    
## user_current_sport_2Football Junior Varsity    0.350    
## user_current_sport_2Football Middle School     0.396    
## user_current_sport_2Football Varsity           0.329    
## user_current_sport_2Golf                       0.360    
## user_current_sport_2Gymnastics                 0.628    
## user_current_sport_2Ice Hockey                 0.113    
## user_current_sport_2Martial Arts               0.293    
## user_current_sport_2Motorsports                0.391    
## user_current_sport_2Paddling                   0.259    
## user_current_sport_2Rifle                      0.122    
## user_current_sport_2Rowing                     0.305    
## user_current_sport_2Rugby                      0.879    
## user_current_sport_2Sailing                    0.129    
## user_current_sport_2Skateboarding              0.517    
## user_current_sport_2Soccer                     0.298    
## user_current_sport_2Softball                   0.352    
## user_current_sport_2Swimming                   0.394    
## user_current_sport_2Tennis                     0.269    
## user_current_sport_2Track & Field              0.338    
## user_current_sport_2Ultimate Frisbee           0.843    
## user_current_sport_2Volleyball                 0.320    
## user_current_sport_2Water Polo                 0.330    
## user_current_sport_2Wrestling                  0.379    
## user_current_sport_2X-Country                  0.314    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.71 on 9372 degrees of freedom
##   (6109 observations deleted due to missingness)
## Multiple R-squared:  0.00527,    Adjusted R-squared:  0.001236 
## F-statistic: 1.307 on 38 and 9372 DF,  p-value: 0.0983

Score Increase Model

## 
## Call:
## lm(formula = memory_visual_diff ~ user_current_sport_2, data = baseline_sport)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -12.000  -6.697  -1.676   4.981  40.559 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                   17.000      8.600   1.977
## user_current_sport_2Baseball                  -4.666      8.608  -0.542
## user_current_sport_2Basketball                -4.981      8.604  -0.579
## user_current_sport_2Boating Related           -4.800      8.882  -0.540
## user_current_sport_2Bowling                   -3.474      8.823  -0.394
## user_current_sport_2Boxing                    -2.000     10.533  -0.190
## user_current_sport_2Bull Riding                7.000     12.162   0.576
## user_current_sport_2Cheerleading              -4.880      8.610  -0.567
## user_current_sport_2Dance                     -8.000     10.533  -0.760
## user_current_sport_2Diving                    -6.667      9.931  -0.671
## user_current_sport_2Equestrian Sports         -7.000     12.162  -0.576
## user_current_sport_2Fencing                    9.000     12.162   0.740
## user_current_sport_2Field Hockey              -6.000     10.533  -0.570
## user_current_sport_2Football                  -4.559      8.603  -0.530
## user_current_sport_2Football Freshman         -6.439      8.704  -0.740
## user_current_sport_2Football Junior Varsity   -5.421      8.638  -0.628
## user_current_sport_2Football Middle School    -7.467      8.882  -0.841
## user_current_sport_2Football Varsity          -4.699      8.605  -0.546
## user_current_sport_2Golf                      -4.000      8.823  -0.453
## user_current_sport_2Gymnastics               -10.333      9.931  -1.041
## user_current_sport_2Ice Hockey               -14.000     12.162  -1.151
## user_current_sport_2Martial Arts              -4.609      8.616  -0.535
## user_current_sport_2Motorsports                7.000     12.162   0.576
## user_current_sport_2Paddling                  -6.086      8.722  -0.698
## user_current_sport_2Rifle                     -3.111      9.065  -0.343
## user_current_sport_2Rowing                    -4.939      8.729  -0.566
## user_current_sport_2Rugby                    -13.000     10.533  -1.234
## user_current_sport_2Sailing                   -2.500      9.122  -0.274
## user_current_sport_2Skateboarding             -8.000     10.533  -0.760
## user_current_sport_2Soccer                    -5.303      8.603  -0.616
## user_current_sport_2Softball                  -4.040      8.613  -0.469
## user_current_sport_2Swimming                  -5.159      8.668  -0.595
## user_current_sport_2Tennis                    -5.167      8.645  -0.598
## user_current_sport_2Track & Field             -6.700      8.648  -0.775
## user_current_sport_2Ultimate Frisbee          -1.000     12.162  -0.082
## user_current_sport_2Volleyball                -4.650      8.604  -0.541
## user_current_sport_2Water Polo                -4.402      8.619  -0.511
## user_current_sport_2Wrestling                 -5.003      8.608  -0.581
## user_current_sport_2X-Country                 -5.324      8.640  -0.616
##                                             Pr(>|t|)  
## (Intercept)                                   0.0481 *
## user_current_sport_2Baseball                  0.5878  
## user_current_sport_2Basketball                0.5626  
## user_current_sport_2Boating Related           0.5889  
## user_current_sport_2Bowling                   0.6938  
## user_current_sport_2Boxing                    0.8494  
## user_current_sport_2Bull Riding               0.5649  
## user_current_sport_2Cheerleading              0.5708  
## user_current_sport_2Dance                     0.4476  
## user_current_sport_2Diving                    0.5020  
## user_current_sport_2Equestrian Sports         0.5649  
## user_current_sport_2Fencing                   0.4593  
## user_current_sport_2Field Hockey              0.5689  
## user_current_sport_2Football                  0.5961  
## user_current_sport_2Football Freshman         0.4595  
## user_current_sport_2Football Junior Varsity   0.5303  
## user_current_sport_2Football Middle School    0.4006  
## user_current_sport_2Football Varsity          0.5850  
## user_current_sport_2Golf                      0.6503  
## user_current_sport_2Gymnastics                0.2981  
## user_current_sport_2Ice Hockey                0.2497  
## user_current_sport_2Martial Arts              0.5927  
## user_current_sport_2Motorsports               0.5649  
## user_current_sport_2Paddling                  0.4854  
## user_current_sport_2Rifle                     0.7315  
## user_current_sport_2Rowing                    0.5715  
## user_current_sport_2Rugby                     0.2171  
## user_current_sport_2Sailing                   0.7840  
## user_current_sport_2Skateboarding             0.4476  
## user_current_sport_2Soccer                    0.5377  
## user_current_sport_2Softball                  0.6391  
## user_current_sport_2Swimming                  0.5518  
## user_current_sport_2Tennis                    0.5501  
## user_current_sport_2Track & Field             0.4385  
## user_current_sport_2Ultimate Frisbee          0.9345  
## user_current_sport_2Volleyball                0.5889  
## user_current_sport_2Water Polo                0.6096  
## user_current_sport_2Wrestling                 0.5611  
## user_current_sport_2X-Country                 0.5378  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.6 on 9372 degrees of freedom
##   (6109 observations deleted due to missingness)
## Multiple R-squared:  0.003569,   Adjusted R-squared:  -0.0004715 
## F-statistic: 0.8833 on 38 and 9372 DF,  p-value: 0.6744

Visual Motor

Baseline 1 Model

## 
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ user_current_sport_1, 
##     data = baseline_sport)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -30.1740  -3.9711  -0.0896   4.1746  21.0460 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                  33.354035   0.230304 144.826
## user_current_sport_1Basketball                0.757508   0.277789   2.727
## user_current_sport_1Boating Related           1.360965   1.500416   0.907
## user_current_sport_1Bobsled                 -22.054035   6.294506  -3.504
## user_current_sport_1Bowling                   9.840965   3.153567   3.121
## user_current_sport_1Boxing                    2.767632   2.578307   1.073
## user_current_sport_1Bull Riding              -9.724035   6.294506  -1.545
## user_current_sport_1Cheerleading              0.342471   0.355789   0.963
## user_current_sport_1Dance                     0.957215   2.235847   0.428
## user_current_sport_1Equestrian Sports        -5.824035   6.294506  -0.925
## user_current_sport_1Fencing                   5.475965   6.294506   0.870
## user_current_sport_1Football                 -2.050021   0.278956  -7.349
## user_current_sport_1Football Freshman        -2.305521   0.354459  -6.504
## user_current_sport_1Football Junior Varsity  -1.185940   0.293943  -4.035
## user_current_sport_1Football Middle School   -1.832035   0.878894  -2.084
## user_current_sport_1Football Varsity          0.172207   0.552326   0.312
## user_current_sport_1Golf                      1.567018   1.461354   1.072
## user_current_sport_1Gymnastics               -3.303321   1.696853  -1.947
## user_current_sport_1Ice Hockey               -1.504035   6.294506  -0.239
## user_current_sport_1Martial Arts              1.365527   0.444351   3.073
## user_current_sport_1Motocross               -10.004035   6.294506  -1.589
## user_current_sport_1Paddling                 -0.007881   1.759748  -0.004
## user_current_sport_1Rifle                    -1.100702   3.638997  -0.302
## user_current_sport_1Rowing                    1.997329   1.360726   1.468
## user_current_sport_1Rugby                    -0.076535   3.153567  -0.024
## user_current_sport_1Sailing                   1.520965   4.453866   0.341
## user_current_sport_1Skateboarding            -5.499035   4.453866  -1.235
## user_current_sport_1Snowboarding free ride  -11.464035   4.453866  -2.574
## user_current_sport_1Snowboarding halfpipe     6.960965   4.453866   1.563
## user_current_sport_1Soccer                    1.093689   0.271303   4.031
## user_current_sport_1Softball                  0.700628   0.362695   1.932
## user_current_sport_1Swimming                 -0.786762   0.708995  -1.110
## user_current_sport_1Tennis                    1.376474   0.623185   2.209
## user_current_sport_1Track & Field             0.513499   0.771404   0.666
## user_current_sport_1Volleyball                1.071186   0.277499   3.860
## user_current_sport_1Water Polo               -0.178169   0.493224  -0.361
## user_current_sport_1Wrestling                -0.417015   0.350463  -1.190
## user_current_sport_1X-Country                -0.032217   0.642454  -0.050
##                                             Pr(>|t|)    
## (Intercept)                                  < 2e-16 ***
## user_current_sport_1Basketball              0.006402 ** 
## user_current_sport_1Boating Related         0.364394    
## user_current_sport_1Bobsled                 0.000461 ***
## user_current_sport_1Bowling                 0.001809 ** 
## user_current_sport_1Boxing                  0.283100    
## user_current_sport_1Bull Riding             0.122410    
## user_current_sport_1Cheerleading            0.335784    
## user_current_sport_1Dance                   0.668570    
## user_current_sport_1Equestrian Sports       0.354851    
## user_current_sport_1Fencing                 0.384340    
## user_current_sport_1Football                2.13e-13 ***
## user_current_sport_1Football Freshman       8.11e-11 ***
## user_current_sport_1Football Junior Varsity 5.50e-05 ***
## user_current_sport_1Football Middle School  0.037138 *  
## user_current_sport_1Football Varsity        0.755209    
## user_current_sport_1Golf                    0.283604    
## user_current_sport_1Gymnastics              0.051590 .  
## user_current_sport_1Ice Hockey              0.811153    
## user_current_sport_1Martial Arts            0.002123 ** 
## user_current_sport_1Motocross               0.112013    
## user_current_sport_1Paddling                0.996427    
## user_current_sport_1Rifle                   0.762296    
## user_current_sport_1Rowing                  0.142174    
## user_current_sport_1Rugby                   0.980638    
## user_current_sport_1Sailing                 0.732738    
## user_current_sport_1Skateboarding           0.216979    
## user_current_sport_1Snowboarding free ride  0.010066 *  
## user_current_sport_1Snowboarding halfpipe   0.118101    
## user_current_sport_1Soccer                  5.58e-05 ***
## user_current_sport_1Softball                0.053416 .  
## user_current_sport_1Swimming                0.267156    
## user_current_sport_1Tennis                  0.027209 *  
## user_current_sport_1Track & Field           0.505636    
## user_current_sport_1Volleyball              0.000114 ***
## user_current_sport_1Water Polo              0.717930    
## user_current_sport_1Wrestling               0.234110    
## user_current_sport_1X-Country               0.960007    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.29 on 12068 degrees of freedom
##   (3414 observations deleted due to missingness)
## Multiple R-squared:  0.03974,    Adjusted R-squared:  0.0368 
## F-statistic:  13.5 on 37 and 12068 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ user_current_sport_2, 
##     data = baseline_sport)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -27.2443  -4.3236  -0.0703   4.5057  15.7725 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                     31.580      6.135   5.147
## user_current_sport_2Baseball                     7.319      6.139   1.192
## user_current_sport_2Basketball                   8.194      6.137   1.335
## user_current_sport_2Boating Related              9.311      6.273   1.484
## user_current_sport_2Bowling                     10.607      6.267   1.692
## user_current_sport_2Boxing                       6.345      7.514   0.844
## user_current_sport_2Bull Riding                  5.970      7.514   0.794
## user_current_sport_2Cheerleading                 7.641      6.141   1.244
## user_current_sport_2Dance                        7.857      6.859   1.145
## user_current_sport_2Diving                       4.060      7.084   0.573
## user_current_sport_2Fencing                     20.520      8.677   2.365
## user_current_sport_2Field Hockey                -3.350      8.677  -0.386
## user_current_sport_2Football                     5.305      6.137   0.864
## user_current_sport_2Football Freshman            5.265      6.193   0.850
## user_current_sport_2Football Junior Varsity      4.221      6.159   0.685
## user_current_sport_2Football Middle School       4.432      6.303   0.703
## user_current_sport_2Football Varsity             6.147      6.138   1.002
## user_current_sport_2Golf                         7.716      6.248   1.235
## user_current_sport_2Gymnastics                  10.765      6.859   1.569
## user_current_sport_2Ice Hockey                  10.270      8.677   1.184
## user_current_sport_2Martial Arts                 7.938      6.145   1.292
## user_current_sport_2Motorsports                  9.670      8.677   1.114
## user_current_sport_2Paddling                     7.030      6.194   1.135
## user_current_sport_2Rifle                       11.335      6.408   1.769
## user_current_sport_2Rowing                       7.091      6.225   1.139
## user_current_sport_2Rugby                       14.075      7.514   1.873
## user_current_sport_2Sailing                      5.333      6.627   0.805
## user_current_sport_2Skateboarding                2.520      7.514   0.335
## user_current_sport_2Snowboarding boardercross    4.270      8.677   0.492
## user_current_sport_2Soccer                       8.422      6.137   1.372
## user_current_sport_2Softball                     8.189      6.143   1.333
## user_current_sport_2Swimming                     6.170      6.172   1.000
## user_current_sport_2Tennis                       8.124      6.161   1.319
## user_current_sport_2Track & Field                7.971      6.161   1.294
## user_current_sport_2Ultimate Frisbee            -1.830      8.677  -0.211
## user_current_sport_2Volleyball                   8.540      6.137   1.392
## user_current_sport_2Water Polo                   7.009      6.146   1.140
## user_current_sport_2Wrestling                    6.828      6.140   1.112
## user_current_sport_2X-Country                    6.752      6.158   1.096
##                                               Pr(>|t|)    
## (Intercept)                                   2.68e-07 ***
## user_current_sport_2Baseball                    0.2332    
## user_current_sport_2Basketball                  0.1819    
## user_current_sport_2Boating Related             0.1378    
## user_current_sport_2Bowling                     0.0906 .  
## user_current_sport_2Boxing                      0.3985    
## user_current_sport_2Bull Riding                 0.4269    
## user_current_sport_2Cheerleading                0.2134    
## user_current_sport_2Dance                       0.2520    
## user_current_sport_2Diving                      0.5666    
## user_current_sport_2Fencing                     0.0180 *  
## user_current_sport_2Field Hockey                0.6994    
## user_current_sport_2Football                    0.3874    
## user_current_sport_2Football Freshman           0.3953    
## user_current_sport_2Football Junior Varsity     0.4931    
## user_current_sport_2Football Middle School      0.4820    
## user_current_sport_2Football Varsity            0.3166    
## user_current_sport_2Golf                        0.2169    
## user_current_sport_2Gymnastics                  0.1166    
## user_current_sport_2Ice Hockey                  0.2366    
## user_current_sport_2Martial Arts                0.1964    
## user_current_sport_2Motorsports                 0.2651    
## user_current_sport_2Paddling                    0.2564    
## user_current_sport_2Rifle                       0.0770 .  
## user_current_sport_2Rowing                      0.2547    
## user_current_sport_2Rugby                       0.0611 .  
## user_current_sport_2Sailing                     0.4210    
## user_current_sport_2Skateboarding               0.7374    
## user_current_sport_2Snowboarding boardercross   0.6226    
## user_current_sport_2Soccer                      0.1700    
## user_current_sport_2Softball                    0.1825    
## user_current_sport_2Swimming                    0.3174    
## user_current_sport_2Tennis                      0.1873    
## user_current_sport_2Track & Field               0.1957    
## user_current_sport_2Ultimate Frisbee            0.8330    
## user_current_sport_2Volleyball                  0.1641    
## user_current_sport_2Water Polo                  0.2542    
## user_current_sport_2Wrestling                   0.2661    
## user_current_sport_2X-Country                   0.2729    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.135 on 12067 degrees of freedom
##   (3414 observations deleted due to missingness)
## Multiple R-squared:  0.04052,    Adjusted R-squared:  0.0375 
## F-statistic: 13.41 on 38 and 12067 DF,  p-value: < 2.2e-16

Score Increase Model

## 
## Call:
## lm(formula = visual_motor_diff ~ user_current_sport_2, data = baseline_sport)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -8.520 -2.932 -0.645  2.095 31.793 
## 
## Coefficients:
##                                                Estimate Std. Error t value
## (Intercept)                                    4.850000   3.949867   1.228
## user_current_sport_2Baseball                   0.762547   3.952513   0.193
## user_current_sport_2Basketball                 0.909934   3.951174   0.230
## user_current_sport_2Boating Related            0.016818   4.038639   0.004
## user_current_sport_2Bowling                    1.088696   4.034820   0.270
## user_current_sport_2Boxing                     2.210000   4.837579   0.457
## user_current_sport_2Bull Riding               -1.350000   4.837579  -0.279
## user_current_sport_2Cheerleading               0.563969   3.953258   0.143
## user_current_sport_2Dance                      0.335000   4.416085   0.076
## user_current_sport_2Diving                     4.060000   4.560913   0.890
## user_current_sport_2Fencing                   -2.550000   5.585955  -0.457
## user_current_sport_2Field Hockey               1.800000   5.585955   0.322
## user_current_sport_2Football                   0.741458   3.950895   0.188
## user_current_sport_2Football Freshman          0.792830   3.986955   0.199
## user_current_sport_2Football Junior Varsity   -0.395227   3.964800  -0.100
## user_current_sport_2Football Middle School     0.503889   4.058102   0.124
## user_current_sport_2Football Varsity           0.614444   3.951504   0.155
## user_current_sport_2Golf                       1.855556   4.022347   0.461
## user_current_sport_2Gymnastics                 0.767500   4.416085   0.174
## user_current_sport_2Ice Hockey                -1.000000   5.585955  -0.179
## user_current_sport_2Martial Arts               0.341024   3.955811   0.086
## user_current_sport_2Motorsports                3.500000   5.585955   0.627
## user_current_sport_2Paddling                   1.043077   3.987665   0.262
## user_current_sport_2Rifle                      2.592727   4.125501   0.628
## user_current_sport_2Rowing                    -0.260588   4.007532  -0.065
## user_current_sport_2Rugby                      0.975000   4.837579   0.202
## user_current_sport_2Sailing                    0.195000   4.266343   0.046
## user_current_sport_2Skateboarding              0.485000   4.837579   0.100
## user_current_sport_2Snowboarding boardercross  0.400000   5.585955   0.072
## user_current_sport_2Soccer                     0.707271   3.950895   0.179
## user_current_sport_2Softball                   0.526405   3.954566   0.133
## user_current_sport_2Swimming                   0.568690   3.973308   0.143
## user_current_sport_2Tennis                    -0.004661   3.966568  -0.001
## user_current_sport_2Track & Field              1.241405   3.966155   0.313
## user_current_sport_2Ultimate Frisbee          -1.830000   5.585955  -0.328
## user_current_sport_2Volleyball                 0.827756   3.951094   0.210
## user_current_sport_2Water Polo                 0.525793   3.956671   0.133
## user_current_sport_2Wrestling                  0.524739   3.952651   0.133
## user_current_sport_2X-Country                  1.106741   3.964469   0.279
##                                               Pr(>|t|)
## (Intercept)                                      0.220
## user_current_sport_2Baseball                     0.847
## user_current_sport_2Basketball                   0.818
## user_current_sport_2Boating Related              0.997
## user_current_sport_2Bowling                      0.787
## user_current_sport_2Boxing                       0.648
## user_current_sport_2Bull Riding                  0.780
## user_current_sport_2Cheerleading                 0.887
## user_current_sport_2Dance                        0.940
## user_current_sport_2Diving                       0.373
## user_current_sport_2Fencing                      0.648
## user_current_sport_2Field Hockey                 0.747
## user_current_sport_2Football                     0.851
## user_current_sport_2Football Freshman            0.842
## user_current_sport_2Football Junior Varsity      0.921
## user_current_sport_2Football Middle School       0.901
## user_current_sport_2Football Varsity             0.876
## user_current_sport_2Golf                         0.645
## user_current_sport_2Gymnastics                   0.862
## user_current_sport_2Ice Hockey                   0.858
## user_current_sport_2Martial Arts                 0.931
## user_current_sport_2Motorsports                  0.531
## user_current_sport_2Paddling                     0.794
## user_current_sport_2Rifle                        0.530
## user_current_sport_2Rowing                       0.948
## user_current_sport_2Rugby                        0.840
## user_current_sport_2Sailing                      0.964
## user_current_sport_2Skateboarding                0.920
## user_current_sport_2Snowboarding boardercross    0.943
## user_current_sport_2Soccer                       0.858
## user_current_sport_2Softball                     0.894
## user_current_sport_2Swimming                     0.886
## user_current_sport_2Tennis                       0.999
## user_current_sport_2Track & Field                0.754
## user_current_sport_2Ultimate Frisbee             0.743
## user_current_sport_2Volleyball                   0.834
## user_current_sport_2Water Polo                   0.894
## user_current_sport_2Wrestling                    0.894
## user_current_sport_2X-Country                    0.780
## 
## Residual standard error: 3.95 on 12067 degrees of freedom
##   (3414 observations deleted due to missingness)
## Multiple R-squared:  0.003638,   Adjusted R-squared:  0.0005001 
## F-statistic: 1.159 on 38 and 12067 DF,  p-value: 0.2312

Impulse Control

Baseline 1 Model

## 
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ user_current_sport_1, 
##     data = baseline_sport)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -9.738 -3.677 -1.177  2.659 21.128 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                  9.76569    0.24411  40.006
## user_current_sport_1Basketball              -0.23849    0.29378  -0.812
## user_current_sport_1Boating Related          0.03431    1.39944   0.025
## user_current_sport_1Bowling                 -1.26569    3.78167  -0.335
## user_current_sport_1Boxing                  -4.43236    3.09093  -1.434
## user_current_sport_1Bull Riding              1.23431    5.34251   0.231
## user_current_sport_1Cheerleading            -1.35850    0.38061  -3.569
## user_current_sport_1Dance                   -4.09902    3.09093  -1.326
## user_current_sport_1Fencing                  0.23431    5.34251   0.044
## user_current_sport_1Field Hockey            -1.76569    5.34251  -0.330
## user_current_sport_1Football                 0.85943    0.29550   2.908
## user_current_sport_1Football Freshman        0.97268    0.37734   2.578
## user_current_sport_1Football Junior Varsity  0.90009    0.31252   2.880
## user_current_sport_1Football Middle School   1.92181    0.97451   1.972
## user_current_sport_1Football Varsity        -0.27809    0.54312  -0.512
## user_current_sport_1Golf                    -1.16569    1.70525  -0.684
## user_current_sport_1Gymnastics               2.33431    1.70525   1.369
## user_current_sport_1Martial Arts            -0.25433    0.47055  -0.540
## user_current_sport_1Paddling                 0.23431    1.79565   0.130
## user_current_sport_1Rifle                   -0.76569    3.78167  -0.202
## user_current_sport_1Rowing                   1.07641    1.24847   0.862
## user_current_sport_1Rugby                    0.56764    3.09093   0.184
## user_current_sport_1Sailing                 -2.76569    3.78167  -0.731
## user_current_sport_1Skateboarding           -7.76569    5.34251  -1.454
## user_current_sport_1Snowboarding free ride   0.23431    5.34251   0.044
## user_current_sport_1Soccer                  -0.58823    0.28904  -2.035
## user_current_sport_1Softball                -0.89374    0.38266  -2.336
## user_current_sport_1Swimming                -0.99211    0.77266  -1.284
## user_current_sport_1Tennis                  -1.42241    0.69621  -2.043
## user_current_sport_1Track & Field            0.19509    0.78618   0.248
## user_current_sport_1Volleyball              -0.42418    0.29587  -1.434
## user_current_sport_1Water Polo              -0.43236    0.53445  -0.809
## user_current_sport_1Wrestling               -0.11667    0.37273  -0.313
## user_current_sport_1X-Country               -0.31974    0.66670  -0.480
##                                             Pr(>|t|)    
## (Intercept)                                  < 2e-16 ***
## user_current_sport_1Basketball               0.41694    
## user_current_sport_1Boating Related          0.98044    
## user_current_sport_1Bowling                  0.73787    
## user_current_sport_1Boxing                   0.15162    
## user_current_sport_1Bull Riding              0.81729    
## user_current_sport_1Cheerleading             0.00036 ***
## user_current_sport_1Dance                    0.18483    
## user_current_sport_1Fencing                  0.96502    
## user_current_sport_1Field Hockey             0.74103    
## user_current_sport_1Football                 0.00364 ** 
## user_current_sport_1Football Freshman        0.00996 ** 
## user_current_sport_1Football Junior Varsity  0.00399 ** 
## user_current_sport_1Football Middle School   0.04864 *  
## user_current_sport_1Football Varsity         0.60866    
## user_current_sport_1Golf                     0.49425    
## user_current_sport_1Gymnastics               0.17107    
## user_current_sport_1Martial Arts             0.58888    
## user_current_sport_1Paddling                 0.89618    
## user_current_sport_1Rifle                    0.83955    
## user_current_sport_1Rowing                   0.38861    
## user_current_sport_1Rugby                    0.85429    
## user_current_sport_1Sailing                  0.46459    
## user_current_sport_1Skateboarding            0.14611    
## user_current_sport_1Snowboarding free ride   0.96502    
## user_current_sport_1Soccer                   0.04187 *  
## user_current_sport_1Softball                 0.01954 *  
## user_current_sport_1Swimming                 0.19917    
## user_current_sport_1Tennis                   0.04108 *  
## user_current_sport_1Track & Field            0.80402    
## user_current_sport_1Volleyball               0.15171    
## user_current_sport_1Water Polo               0.41856    
## user_current_sport_1Wrestling                0.75429    
## user_current_sport_1X-Country                0.63153    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.337 on 7641 degrees of freedom
##   (7845 observations deleted due to missingness)
## Multiple R-squared:  0.01733,    Adjusted R-squared:  0.01309 
## F-statistic: 4.084 on 33 and 7641 DF,  p-value: 4.24e-14

Baseline 2 Model

## 
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ user_current_sport_2, 
##     data = baseline_sport)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -6.2258 -2.6194 -0.6194  1.8642 20.0592 
## 
## Coefficients:
##                                                Estimate Std. Error t value
## (Intercept)                                    5.074310   0.167239  30.342
## user_current_sport_2Basketball                 0.061531   0.204290   0.301
## user_current_sport_2Boating Related            0.984514   0.896032   1.099
## user_current_sport_2Bowling                    0.592357   0.951942   0.622
## user_current_sport_2Boxing                     1.925690   3.633365   0.530
## user_current_sport_2Cheerleading              -0.583031   0.257417  -2.265
## user_current_sport_2Dance                     -2.574310   2.571897  -1.001
## user_current_sport_2Diving                     0.259023   2.102164   0.123
## user_current_sport_2Fencing                   -4.074310   3.633365  -1.121
## user_current_sport_2Field Hockey              -1.574310   2.571897  -0.612
## user_current_sport_2Football                   0.545045   0.196450   2.774
## user_current_sport_2Football Freshman          1.151496   0.672991   1.711
## user_current_sport_2Football Junior Varsity    0.295690   0.399628   0.740
## user_current_sport_2Football Middle School     0.925690   1.061014   0.872
## user_current_sport_2Football Varsity           0.444774   0.211492   2.103
## user_current_sport_2Golf                      -0.352088   0.871678  -0.404
## user_current_sport_2Gymnastics                -0.074310   2.571897  -0.029
## user_current_sport_2Martial Arts               0.536801   0.298256   1.800
## user_current_sport_2Motorsports               10.925690   3.633365   3.007
## user_current_sport_2Paddling                   0.314579   0.627611   0.501
## user_current_sport_2Rifle                     -1.199310   1.294079  -0.927
## user_current_sport_2Rowing                     2.203468   0.871678   2.528
## user_current_sport_2Rugby                     -0.574310   2.571897  -0.223
## user_current_sport_2Sailing                   -0.674310   1.631761  -0.413
## user_current_sport_2Snowboarding boardercross -1.074310   3.633365  -0.296
## user_current_sport_2Soccer                    -0.133532   0.197772  -0.675
## user_current_sport_2Softball                  -0.377446   0.271789  -1.389
## user_current_sport_2Swimming                  -0.207643   0.566313  -0.367
## user_current_sport_2Tennis                    -0.699310   0.483532  -1.446
## user_current_sport_2Track & Field             -0.140977   0.451236  -0.312
## user_current_sport_2Ultimate Frisbee           5.925690   3.633365   1.631
## user_current_sport_2Volleyball                 0.009191   0.203032   0.045
## user_current_sport_2Water Polo                 0.282073   0.313114   0.901
## user_current_sport_2Wrestling                  0.130874   0.237531   0.551
## user_current_sport_2X-Country                  0.190058   0.423541   0.449
##                                               Pr(>|t|)    
## (Intercept)                                    < 2e-16 ***
## user_current_sport_2Basketball                 0.76327    
## user_current_sport_2Boating Related            0.27191    
## user_current_sport_2Bowling                    0.53379    
## user_current_sport_2Boxing                     0.59613    
## user_current_sport_2Cheerleading               0.02355 *  
## user_current_sport_2Dance                      0.31689    
## user_current_sport_2Diving                     0.90194    
## user_current_sport_2Fencing                    0.26217    
## user_current_sport_2Field Hockey               0.54048    
## user_current_sport_2Football                   0.00554 ** 
## user_current_sport_2Football Freshman          0.08712 .  
## user_current_sport_2Football Junior Varsity    0.45938    
## user_current_sport_2Football Middle School     0.38299    
## user_current_sport_2Football Varsity           0.03550 *  
## user_current_sport_2Golf                       0.68628    
## user_current_sport_2Gymnastics                 0.97695    
## user_current_sport_2Martial Arts               0.07193 .  
## user_current_sport_2Motorsports                0.00265 ** 
## user_current_sport_2Paddling                   0.61622    
## user_current_sport_2Rifle                      0.35408    
## user_current_sport_2Rowing                     0.01150 *  
## user_current_sport_2Rugby                      0.82331    
## user_current_sport_2Sailing                    0.67944    
## user_current_sport_2Snowboarding boardercross  0.76748    
## user_current_sport_2Soccer                     0.49958    
## user_current_sport_2Softball                   0.16495    
## user_current_sport_2Swimming                   0.71388    
## user_current_sport_2Tennis                     0.14815    
## user_current_sport_2Track & Field              0.75473    
## user_current_sport_2Ultimate Frisbee           0.10295    
## user_current_sport_2Volleyball                 0.96389    
## user_current_sport_2Water Polo                 0.36769    
## user_current_sport_2Wrestling                  0.58167    
## user_current_sport_2X-Country                  0.65364    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.63 on 7640 degrees of freedom
##   (7845 observations deleted due to missingness)
## Multiple R-squared:  0.01078,    Adjusted R-squared:  0.006376 
## F-statistic: 2.448 on 34 and 7640 DF,  p-value: 5.647e-06

Score Increase Model

## 
## Call:
## lm(formula = impulse_control_diff ~ user_current_sport_2, data = baseline_sport)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -6.000 -2.531 -1.143  1.611 21.611 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                    4.79193    0.17219  27.830
## user_current_sport_2Basketball                -0.40322    0.21033  -1.917
## user_current_sport_2Boating Related           -0.55664    0.92254  -0.603
## user_current_sport_2Bowling                   -0.85860    0.98011  -0.876
## user_current_sport_2Boxing                    -1.79193    3.74087  -0.479
## user_current_sport_2Cheerleading              -0.75705    0.26503  -2.856
## user_current_sport_2Dance                     -2.79193    2.64800  -1.054
## user_current_sport_2Diving                    -0.12527    2.16436  -0.058
## user_current_sport_2Fencing                    2.20807    3.74087   0.590
## user_current_sport_2Field Hockey              -1.29193    2.64800  -0.488
## user_current_sport_2Football                   0.27500    0.20226   1.360
## user_current_sport_2Football Freshman          1.20807    0.69290   1.743
## user_current_sport_2Football Junior Varsity   -0.29193    0.41145  -0.710
## user_current_sport_2Football Middle School    -0.29193    1.09241  -0.267
## user_current_sport_2Football Varsity           0.02995    0.21775   0.138
## user_current_sport_2Golf                      -0.84749    0.89747  -0.944
## user_current_sport_2Gymnastics                 7.20807    2.64800   2.722
## user_current_sport_2Martial Arts              -0.32434    0.30708  -1.056
## user_current_sport_2Motorsports               -2.79193    3.74087  -0.746
## user_current_sport_2Paddling                   0.12473    0.64618   0.193
## user_current_sport_2Rifle                      0.95807    1.33237   0.719
## user_current_sport_2Rowing                    -1.01415    0.89747  -1.130
## user_current_sport_2Rugby                     -3.29193    2.64800  -1.243
## user_current_sport_2Sailing                   -0.19193    1.68004  -0.114
## user_current_sport_2Snowboarding boardercross  3.20807    3.74087   0.858
## user_current_sport_2Soccer                    -0.58466    0.20362  -2.871
## user_current_sport_2Softball                  -0.64907    0.27983  -2.320
## user_current_sport_2Swimming                  -0.72527    0.58307  -1.244
## user_current_sport_2Tennis                    -1.21381    0.49784  -2.438
## user_current_sport_2Track & Field             -0.47193    0.46459  -1.016
## user_current_sport_2Ultimate Frisbee          -2.79193    3.74087  -0.746
## user_current_sport_2Volleyball                -0.46799    0.20904  -2.239
## user_current_sport_2Water Polo                -1.01002    0.32238  -3.133
## user_current_sport_2Wrestling                 -0.26061    0.24456  -1.066
## user_current_sport_2X-Country                 -0.56205    0.43607  -1.289
##                                               Pr(>|t|)    
## (Intercept)                                    < 2e-16 ***
## user_current_sport_2Basketball                 0.05527 .  
## user_current_sport_2Boating Related            0.54628    
## user_current_sport_2Bowling                    0.38104    
## user_current_sport_2Boxing                     0.63194    
## user_current_sport_2Cheerleading               0.00430 ** 
## user_current_sport_2Dance                      0.29175    
## user_current_sport_2Diving                     0.95385    
## user_current_sport_2Fencing                    0.55504    
## user_current_sport_2Field Hockey               0.62564    
## user_current_sport_2Football                   0.17399    
## user_current_sport_2Football Freshman          0.08129 .  
## user_current_sport_2Football Junior Varsity    0.47803    
## user_current_sport_2Football Middle School     0.78929    
## user_current_sport_2Football Varsity           0.89060    
## user_current_sport_2Golf                       0.34504    
## user_current_sport_2Gymnastics                 0.00650 ** 
## user_current_sport_2Martial Arts               0.29091    
## user_current_sport_2Motorsports                0.45549    
## user_current_sport_2Paddling                   0.84694    
## user_current_sport_2Rifle                      0.47212    
## user_current_sport_2Rowing                     0.25851    
## user_current_sport_2Rugby                      0.21384    
## user_current_sport_2Sailing                    0.90905    
## user_current_sport_2Snowboarding boardercross  0.39116    
## user_current_sport_2Soccer                     0.00410 ** 
## user_current_sport_2Softball                   0.02039 *  
## user_current_sport_2Swimming                   0.21358    
## user_current_sport_2Tennis                     0.01479 *  
## user_current_sport_2Track & Field              0.30975    
## user_current_sport_2Ultimate Frisbee           0.45549    
## user_current_sport_2Volleyball                 0.02520 *  
## user_current_sport_2Water Polo                 0.00174 ** 
## user_current_sport_2Wrestling                  0.28662    
## user_current_sport_2X-Country                  0.19748    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.737 on 7640 degrees of freedom
##   (7845 observations deleted due to missingness)
## Multiple R-squared:  0.01142,    Adjusted R-squared:  0.007018 
## F-statistic: 2.595 on 34 and 7640 DF,  p-value: 1.164e-06

Reaction Time

Baseline 1 Model

## 
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ user_current_sport_1, 
##     data = baseline_sport)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.43000 -0.06478 -0.01478  0.04659  2.18409 
## 
## Coefficients:
##                                              Estimate Std. Error t value
## (Intercept)                                  0.645000   0.076040   8.482
## user_current_sport_1Baseball                 0.009777   0.076171   0.128
## user_current_sport_1Basketball               0.017420   0.076100   0.229
## user_current_sport_1Boating Related          0.016111   0.084065   0.192
## user_current_sport_1Bobsled                  0.435000   0.107537   4.045
## user_current_sport_1Bowling                 -0.002500   0.093130  -0.027
## user_current_sport_1Boxing                  -0.030000   0.107537  -0.279
## user_current_sport_1Bull Riding              0.175000   0.131705   1.329
## user_current_sport_1Cheerleading             0.023741   0.076220   0.311
## user_current_sport_1Dance                    0.069000   0.089972   0.767
## user_current_sport_1Diving                   0.085000   0.131705   0.645
## user_current_sport_1Equestrian Sports        0.105000   0.131705   0.797
## user_current_sport_1Fencing                  0.075000   0.131705   0.569
## user_current_sport_1Field Hockey            -0.065000   0.131705  -0.494
## user_current_sport_1Football                 0.038232   0.076102   0.502
## user_current_sport_1Football Freshman        0.036663   0.076228   0.481
## user_current_sport_1Football Junior Varsity  0.020910   0.076123   0.275
## user_current_sport_1Football Middle School   0.036795   0.077965   0.472
## user_current_sport_1Football Varsity         0.014098   0.076609   0.184
## user_current_sport_1Golf                    -0.001000   0.080951  -0.012
## user_current_sport_1Gymnastics               0.023889   0.084065   0.284
## user_current_sport_1Ice Hockey               0.015000   0.131705   0.114
## user_current_sport_1Martial Arts             0.014167   0.076391   0.185
## user_current_sport_1Motocross                0.135000   0.131705   1.025
## user_current_sport_1Paddling                 0.047727   0.082664   0.577
## user_current_sport_1Rifle                    0.015000   0.131705   0.114
## user_current_sport_1Rowing                  -0.014286   0.081290  -0.176
## user_current_sport_1Rugby                    0.085000   0.098167   0.866
## user_current_sport_1Sailing                  0.035000   0.131705   0.266
## user_current_sport_1Skateboarding            0.021667   0.098167   0.221
## user_current_sport_1Snowboarding free ride   0.185000   0.131705   1.405
## user_current_sport_1Snowboarding halfpipe    0.175000   0.107537   1.627
## user_current_sport_1Soccer                   0.008414   0.076091   0.111
## user_current_sport_1Softball                 0.017746   0.076231   0.233
## user_current_sport_1Swimming                 0.033493   0.077075   0.435
## user_current_sport_1Tennis                   0.021538   0.076768   0.281
## user_current_sport_1Track & Field            0.019546   0.077183   0.253
## user_current_sport_1Volleyball               0.019261   0.076100   0.253
## user_current_sport_1Water Polo               0.033221   0.076505   0.434
## user_current_sport_1Wrestling                0.035047   0.076217   0.460
## user_current_sport_1X-Country                0.026704   0.076899   0.347
##                                             Pr(>|t|)    
## (Intercept)                                  < 2e-16 ***
## user_current_sport_1Baseball                   0.898    
## user_current_sport_1Basketball                 0.819    
## user_current_sport_1Boating Related            0.848    
## user_current_sport_1Bobsled                 5.27e-05 ***
## user_current_sport_1Bowling                    0.979    
## user_current_sport_1Boxing                     0.780    
## user_current_sport_1Bull Riding                0.184    
## user_current_sport_1Cheerleading               0.755    
## user_current_sport_1Dance                      0.443    
## user_current_sport_1Diving                     0.519    
## user_current_sport_1Equestrian Sports          0.425    
## user_current_sport_1Fencing                    0.569    
## user_current_sport_1Field Hockey               0.622    
## user_current_sport_1Football                   0.615    
## user_current_sport_1Football Freshman          0.631    
## user_current_sport_1Football Junior Varsity    0.784    
## user_current_sport_1Football Middle School     0.637    
## user_current_sport_1Football Varsity           0.854    
## user_current_sport_1Golf                       0.990    
## user_current_sport_1Gymnastics                 0.776    
## user_current_sport_1Ice Hockey                 0.909    
## user_current_sport_1Martial Arts               0.853    
## user_current_sport_1Motocross                  0.305    
## user_current_sport_1Paddling                   0.564    
## user_current_sport_1Rifle                      0.909    
## user_current_sport_1Rowing                     0.861    
## user_current_sport_1Rugby                      0.387    
## user_current_sport_1Sailing                    0.790    
## user_current_sport_1Skateboarding              0.825    
## user_current_sport_1Snowboarding free ride     0.160    
## user_current_sport_1Snowboarding halfpipe      0.104    
## user_current_sport_1Soccer                     0.912    
## user_current_sport_1Softball                   0.816    
## user_current_sport_1Swimming                   0.664    
## user_current_sport_1Tennis                     0.779    
## user_current_sport_1Track & Field              0.800    
## user_current_sport_1Volleyball                 0.800    
## user_current_sport_1Water Polo                 0.664    
## user_current_sport_1Wrestling                  0.646    
## user_current_sport_1X-Country                  0.728    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1075 on 9313 degrees of freedom
##   (6166 observations deleted due to missingness)
## Multiple R-squared:  0.01361,    Adjusted R-squared:  0.009369 
## F-statistic: 3.211 on 40 and 9313 DF,  p-value: 4.085e-11

Baseline 2 Model

## 
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ user_current_sport_2, 
##     data = baseline_sport)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.20626 -0.04680 -0.00626  0.03935  0.44230 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                  0.53500    0.04726  11.321
## user_current_sport_2Badminton                0.02500    0.08186   0.305
## user_current_sport_2Baseball                 0.03875    0.04734   0.818
## user_current_sport_2Basketball               0.04690    0.04730   0.992
## user_current_sport_2Boating Related          0.02429    0.05052   0.481
## user_current_sport_2Bowling                  0.03333    0.04982   0.669
## user_current_sport_2Boxing                   0.05500    0.08186   0.672
## user_current_sport_2Bull Riding             -0.01500    0.08186  -0.183
## user_current_sport_2Cheerleading             0.05691    0.04737   1.201
## user_current_sport_2Dance                    0.09500    0.06683   1.421
## user_current_sport_2Diving                   0.09833    0.06101   1.612
## user_current_sport_2Equestrian Sports        0.15500    0.08186   1.894
## user_current_sport_2Fencing                 -0.03500    0.08186  -0.428
## user_current_sport_2Field Hockey             0.11000    0.06683   1.646
## user_current_sport_2Football                 0.06180    0.04729   1.307
## user_current_sport_2Football Freshman        0.07300    0.04881   1.496
## user_current_sport_2Football Junior Varsity  0.08203    0.04778   1.717
## user_current_sport_2Football Middle School   0.06885    0.05076   1.356
## user_current_sport_2Football Varsity         0.05270    0.04731   1.114
## user_current_sport_2Golf                     0.04182    0.04936   0.847
## user_current_sport_2Gymnastics               0.06833    0.06101   1.120
## user_current_sport_2Ice Hockey               0.04500    0.08186   0.550
## user_current_sport_2Martial Arts             0.04806    0.04745   1.013
## user_current_sport_2Motocross                0.09500    0.08186   1.161
## user_current_sport_2Motorsports              0.01500    0.08186   0.183
## user_current_sport_2Paddling                 0.07023    0.04832   1.453
## user_current_sport_2Rifle                    0.06357    0.05359   1.186
## user_current_sport_2Rowing                   0.03964    0.04892   0.810
## user_current_sport_2Rugby                    0.09500    0.08186   1.161
## user_current_sport_2Sailing                  0.03500    0.05592   0.626
## user_current_sport_2Skateboarding            0.09000    0.06683   1.347
## user_current_sport_2Soccer                   0.04126    0.04729   0.873
## user_current_sport_2Softball                 0.04736    0.04740   0.999
## user_current_sport_2Swimming                 0.08093    0.04805   1.684
## user_current_sport_2Tennis                   0.04875    0.04771   1.022
## user_current_sport_2Track & Field            0.04556    0.04770   0.955
## user_current_sport_2Volleyball               0.04473    0.04730   0.946
## user_current_sport_2Water Polo               0.05565    0.04748   1.172
## user_current_sport_2Wrestling                0.05610    0.04735   1.185
## user_current_sport_2X-Country                0.06424    0.04771   1.347
##                                             Pr(>|t|)    
## (Intercept)                                   <2e-16 ***
## user_current_sport_2Badminton                 0.7601    
## user_current_sport_2Baseball                  0.4131    
## user_current_sport_2Basketball                0.3214    
## user_current_sport_2Boating Related           0.6307    
## user_current_sport_2Bowling                   0.5034    
## user_current_sport_2Boxing                    0.5017    
## user_current_sport_2Bull Riding               0.8546    
## user_current_sport_2Cheerleading              0.2296    
## user_current_sport_2Dance                     0.1552    
## user_current_sport_2Diving                    0.1071    
## user_current_sport_2Equestrian Sports         0.0583 .  
## user_current_sport_2Fencing                   0.6690    
## user_current_sport_2Field Hockey              0.0998 .  
## user_current_sport_2Football                  0.1913    
## user_current_sport_2Football Freshman         0.1348    
## user_current_sport_2Football Junior Varsity   0.0860 .  
## user_current_sport_2Football Middle School    0.1751    
## user_current_sport_2Football Varsity          0.2653    
## user_current_sport_2Golf                      0.3969    
## user_current_sport_2Gymnastics                0.2627    
## user_current_sport_2Ice Hockey                0.5825    
## user_current_sport_2Martial Arts              0.3112    
## user_current_sport_2Motocross                 0.2458    
## user_current_sport_2Motorsports               0.8546    
## user_current_sport_2Paddling                  0.1462    
## user_current_sport_2Rifle                     0.2355    
## user_current_sport_2Rowing                    0.4177    
## user_current_sport_2Rugby                     0.2458    
## user_current_sport_2Sailing                   0.5314    
## user_current_sport_2Skateboarding             0.1781    
## user_current_sport_2Soccer                    0.3829    
## user_current_sport_2Softball                  0.3177    
## user_current_sport_2Swimming                  0.0922 .  
## user_current_sport_2Tennis                    0.3069    
## user_current_sport_2Track & Field             0.3395    
## user_current_sport_2Volleyball                0.3443    
## user_current_sport_2Water Polo                0.2412    
## user_current_sport_2Wrestling                 0.2361    
## user_current_sport_2X-Country                 0.1782    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.06683 on 9314 degrees of freedom
##   (6166 observations deleted due to missingness)
## Multiple R-squared:  0.01851,    Adjusted R-squared:  0.0144 
## F-statistic: 4.503 on 39 and 9314 DF,  p-value: < 2.2e-16

Score Increase Model

## 
## Call:
## lm(formula = reaction_time_diff ~ user_current_sport_2, data = baseline_sport)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.08231 -0.04864 -0.01768  0.02495  2.27264 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                  0.0800000  0.0588153   1.360
## user_current_sport_2Badminton               -0.0200000  0.1018711  -0.196
## user_current_sport_2Baseball                -0.0023196  0.0589163  -0.039
## user_current_sport_2Basketball               0.0009821  0.0588655   0.017
## user_current_sport_2Boating Related         -0.0521429  0.0628762  -0.829
## user_current_sport_2Bowling                 -0.0155556  0.0619968  -0.251
## user_current_sport_2Boxing                   0.3400000  0.1018711   3.338
## user_current_sport_2Bull Riding              0.0200000  0.1018711   0.196
## user_current_sport_2Cheerleading            -0.0034753  0.0589471  -0.059
## user_current_sport_2Dance                   -0.0150000  0.0831774  -0.180
## user_current_sport_2Diving                   0.0300000  0.0759303   0.395
## user_current_sport_2Equestrian Sports       -0.0200000  0.1018711  -0.196
## user_current_sport_2Fencing                  0.2000000  0.1018711   1.963
## user_current_sport_2Field Hockey             0.0100000  0.0831774   0.120
## user_current_sport_2Football                 0.0025412  0.0588557   0.043
## user_current_sport_2Football Freshman       -0.0006667  0.0607442  -0.011
## user_current_sport_2Football Junior Varsity -0.0059341  0.0594581  -0.100
## user_current_sport_2Football Middle School   0.0123077  0.0631778   0.195
## user_current_sport_2Football Varsity         0.0073564  0.0588790   0.125
## user_current_sport_2Golf                     0.0086364  0.0614306   0.141
## user_current_sport_2Gymnastics               0.0300000  0.0759303   0.395
## user_current_sport_2Ice Hockey               0.0200000  0.1018711   0.196
## user_current_sport_2Martial Arts             0.0015079  0.0590483   0.026
## user_current_sport_2Motocross               -0.0700000  0.1018711  -0.687
## user_current_sport_2Motorsports             -0.0300000  0.1018711  -0.294
## user_current_sport_2Paddling                -0.0015909  0.0601372  -0.026
## user_current_sport_2Rifle                   -0.0014286  0.0666903  -0.021
## user_current_sport_2Rowing                  -0.0196429  0.0608797  -0.323
## user_current_sport_2Rugby                   -0.0300000  0.1018711  -0.294
## user_current_sport_2Sailing                  0.0360000  0.0695912   0.517
## user_current_sport_2Skateboarding            0.0250000  0.0831774   0.301
## user_current_sport_2Soccer                  -0.0025743  0.0588541  -0.044
## user_current_sport_2Softball                -0.0040303  0.0589933  -0.068
## user_current_sport_2Swimming                 0.0118644  0.0598039   0.198
## user_current_sport_2Tennis                  -0.0054808  0.0593782  -0.092
## user_current_sport_2Track & Field            0.0065421  0.0593625   0.110
## user_current_sport_2Volleyball               0.0017737  0.0588625   0.030
## user_current_sport_2Water Polo               0.0083410  0.0590858   0.141
## user_current_sport_2Wrestling                0.0050549  0.0589230   0.086
## user_current_sport_2X-Country                0.0021905  0.0593728   0.037
##                                             Pr(>|t|)    
## (Intercept)                                 0.173803    
## user_current_sport_2Badminton               0.844359    
## user_current_sport_2Baseball                0.968596    
## user_current_sport_2Basketball              0.986690    
## user_current_sport_2Boating Related         0.406960    
## user_current_sport_2Bowling                 0.801890    
## user_current_sport_2Boxing                  0.000849 ***
## user_current_sport_2Bull Riding             0.844359    
## user_current_sport_2Cheerleading            0.952988    
## user_current_sport_2Dance                   0.856892    
## user_current_sport_2Diving                  0.692779    
## user_current_sport_2Equestrian Sports       0.844359    
## user_current_sport_2Fencing                 0.049645 *  
## user_current_sport_2Field Hockey            0.904308    
## user_current_sport_2Football                0.965561    
## user_current_sport_2Football Freshman       0.991244    
## user_current_sport_2Football Junior Varsity 0.920503    
## user_current_sport_2Football Middle School  0.845546    
## user_current_sport_2Football Varsity        0.900572    
## user_current_sport_2Golf                    0.888199    
## user_current_sport_2Gymnastics              0.692779    
## user_current_sport_2Ice Hockey              0.844359    
## user_current_sport_2Martial Arts            0.979627    
## user_current_sport_2Motocross               0.492010    
## user_current_sport_2Motorsports             0.768390    
## user_current_sport_2Paddling                0.978895    
## user_current_sport_2Rifle                   0.982910    
## user_current_sport_2Rowing                  0.746967    
## user_current_sport_2Rugby                   0.768390    
## user_current_sport_2Sailing                 0.604955    
## user_current_sport_2Skateboarding           0.763755    
## user_current_sport_2Soccer                  0.965113    
## user_current_sport_2Softball                0.945534    
## user_current_sport_2Swimming                0.842745    
## user_current_sport_2Tennis                  0.926459    
## user_current_sport_2Track & Field           0.912249    
## user_current_sport_2Volleyball              0.975962    
## user_current_sport_2Water Polo              0.887740    
## user_current_sport_2Wrestling               0.931636    
## user_current_sport_2X-Country               0.970571    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.08318 on 9314 degrees of freedom
##   (6166 observations deleted due to missingness)
## Multiple R-squared:  0.005557,   Adjusted R-squared:  0.001393 
## F-statistic: 1.335 on 39 and 9314 DF,  p-value: 0.07948

What is the relationship between age, sport played, and school attended and point increase on baseline testing?

The entire sample of 18,395 individuals who obtained positive gain on at least one baseline 2 domain was utilzed to conduct a multiple regression analysis.

Verbal Memory

Baseline 1 Model

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_1 ~ user_age_1 + 
##     org_name_1 + user_current_sport_1, data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -38.087  -6.099   0.562   6.694  23.002 
## 
## Coefficients:
##                                              Estimate Std. Error t value
## (Intercept)                                  74.93370    8.55876   8.755
## user_age_1                                    0.15898    0.08822   1.802
## org_name_1Aiea High School                   -1.16032    5.38774  -0.215
## org_name_1Anuenue Schools                    -1.05123    5.42984  -0.194
## org_name_1Assets School                      -4.59073    5.57871  -0.823
## org_name_1Baldwin High School                -1.40151    5.46769  -0.256
## org_name_1Campbell High School                0.24173    5.35523   0.045
## org_name_1Castle High School                 -1.80582    5.34238  -0.338
## org_name_1Christian Academy                   1.96134    5.55882   0.353
## org_name_1Damien Memorial School             -1.73817    5.34726  -0.325
## org_name_1Farrington High School             -1.33255    5.34147  -0.249
## org_name_1Hana High School                    2.29983    5.63777   0.408
## org_name_1Hanalani School                    -2.81342    5.37780  -0.523
## org_name_1Hawaii Baptist Academy              0.42424    5.35355   0.079
## org_name_1Hilo High School                   -0.69467    5.36507  -0.129
## org_name_1Honokaa High School                -3.09277    5.39169  -0.574
## org_name_1Honolulu Waldorf School             0.82367    5.90342   0.140
## org_name_1Iolani School                       1.85705    5.33555   0.348
## org_name_1Island Pacific Academy             -0.99970    5.48092  -0.182
## org_name_1Kahuku High  School                 0.91693    5.34064   0.172
## org_name_1Kailua High School                 -2.47746    5.36914  -0.461
## org_name_1Kaimuki High School                -2.44449    5.36831  -0.455
## org_name_1Kaiser High School                  1.57348    5.34874   0.294
## org_name_1Kalaheo High School                 0.09650    5.34806   0.018
## org_name_1Kalani High School                  1.81058    5.33867   0.339
## org_name_1Kapaa High School                  -0.56578    5.34234  -0.106
## org_name_1Kapolei High School                -1.02397    5.35708  -0.191
## org_name_1Kau High School                    -2.94245    5.56728  -0.529
## org_name_1Kauai High School                  -1.51470    5.35221  -0.283
## org_name_1Keaau High School                  -0.85276    5.35241  -0.159
## org_name_1Kealakehe High School               0.73682    5.33483   0.138
## org_name_1King Kekaulike High School         -1.34306    5.35461  -0.251
## org_name_1Konawaena High School              -1.11289    5.39420  -0.206
## org_name_1La Pietra                          -1.68253    5.42799  -0.310
## org_name_1Lahainaluna High School            -1.21383    5.36357  -0.226
## org_name_1Lanai High School                  -1.91455    5.54694  -0.345
## org_name_1Lanakila High School               -1.39949    5.58161  -0.251
## org_name_1Le Jardin Academy                   0.41079    5.39694   0.076
## org_name_1Leilehua High School               -0.68650    5.33761  -0.129
## org_name_1Lutheran School                    -3.02053    6.36353  -0.475
## org_name_1Maui High School                   -0.92432    5.36058  -0.172
## org_name_1McKinley High School                0.24916    5.35432   0.047
## org_name_1Mid Pacific Institute              -1.42504    5.33519  -0.267
## org_name_1Mililani High School               -1.10738    5.33343  -0.208
## org_name_1Moanalua High School               -0.31064    5.35311  -0.058
## org_name_1Molokai                            -3.04320    5.60357  -0.543
## org_name_1Nanakuli High School               -1.15529    5.39169  -0.214
## org_name_1Pacific Buddhist Academy           -4.28452    5.86007  -0.731
## org_name_1Pahoa High School                  -4.13180    5.65338  -0.731
## org_name_1Pearl City High School             -0.79772    5.33548  -0.150
## org_name_1Radford High School                 0.55856    5.37128   0.104
## org_name_1Roosevelt High School               1.09768    5.35747   0.205
## org_name_1Sacred Hearts Academy              -0.24794    5.36399  -0.046
## org_name_1St Andrews Priory                   1.75081    5.47940   0.320
## org_name_1St Francis                         -1.63223    5.38970  -0.303
## org_name_1St Louis School                    -0.42230    5.38813  -0.078
## org_name_1University Lab School              -1.24168    5.36809  -0.231
## org_name_1Waiakea High School                -1.65554    5.40534  -0.306
## org_name_1Waialua High School                -1.53770    5.36364  -0.287
## org_name_1Waianae High School                -0.61844    5.42587  -0.114
## org_name_1Waimea High School                 -1.96891    5.36581  -0.367
## org_name_1Waipahu High School                 0.19821    5.46331   0.036
## user_current_sport_1Baseball                  1.58905    6.60133   0.241
## user_current_sport_1Basketball                2.86958    6.59409   0.435
## user_current_sport_1Boating Related           6.00552    6.95794   0.863
## user_current_sport_1Bowling                   7.49110    8.05224   0.930
## user_current_sport_1Boxing                    3.22755    7.77877   0.415
## user_current_sport_1Bull Riding              -4.75130   11.38966  -0.417
## user_current_sport_1Cheerleading              4.52208    6.60452   0.685
## user_current_sport_1Dance                     6.37468    7.70928   0.827
## user_current_sport_1Equestrian Sports         1.33482   11.60054   0.115
## user_current_sport_1Field Hockey              5.10658   11.32678   0.451
## user_current_sport_1Football                  1.30727    6.59636   0.198
## user_current_sport_1Football Freshman         1.04200    6.60652   0.158
## user_current_sport_1Football Junior Varsity   1.43519    6.59911   0.217
## user_current_sport_1Football Middle School    0.19928    6.77841   0.029
## user_current_sport_1Football Varsity          1.17972    6.63612   0.178
## user_current_sport_1Golf                      2.75429    6.97750   0.395
## user_current_sport_1Gymnastics                2.85683    7.09696   0.403
## user_current_sport_1Ice Hockey               20.42603   11.33160   1.803
## user_current_sport_1Martial Arts              3.15344    6.61935   0.476
## user_current_sport_1Paddling                  1.65662    6.94224   0.239
## user_current_sport_1Powerlifting              6.94123    9.30103   0.746
## user_current_sport_1Rifle                    -1.13889    8.48982  -0.134
## user_current_sport_1Rowing                   -1.41284    6.95540  -0.203
## user_current_sport_1Rugby                    -5.40761    8.50392  -0.636
## user_current_sport_1Sailing                   4.66826    8.05923   0.579
## user_current_sport_1Skateboarding            -1.65191    9.27074  -0.178
## user_current_sport_1Skipped                   4.57029    6.67683   0.684
## user_current_sport_1Snowboarding free ride    2.57393    9.27607   0.277
## user_current_sport_1Snowboarding halfpipe    12.66276    9.29872   1.362
## user_current_sport_1Soccer                    3.18955    6.59457   0.484
## user_current_sport_1Softball                  3.36403    6.60518   0.509
## user_current_sport_1Swimming                  4.09936    6.65946   0.616
## user_current_sport_1Tennis                    4.19403    6.64288   0.631
## user_current_sport_1Track & Field             4.06492    6.68033   0.608
## user_current_sport_1Ultimate Frisbee        -17.57397   11.33160  -1.551
## user_current_sport_1Volleyball                3.28825    6.59196   0.499
## user_current_sport_1Water Polo                1.92974    6.62955   0.291
## user_current_sport_1Wrestling                 2.12036    6.60494   0.321
## user_current_sport_1X-Country                 4.09292    6.65724   0.615
##                                             Pr(>|t|)    
## (Intercept)                                   <2e-16 ***
## user_age_1                                    0.0715 .  
## org_name_1Aiea High School                    0.8295    
## org_name_1Anuenue Schools                     0.8465    
## org_name_1Assets School                       0.4106    
## org_name_1Baldwin High School                 0.7977    
## org_name_1Campbell High School                0.9640    
## org_name_1Castle High School                  0.7354    
## org_name_1Christian Academy                   0.7242    
## org_name_1Damien Memorial School              0.7451    
## org_name_1Farrington High School              0.8030    
## org_name_1Hana High School                    0.6833    
## org_name_1Hanalani School                     0.6009    
## org_name_1Hawaii Baptist Academy              0.9368    
## org_name_1Hilo High School                    0.8970    
## org_name_1Honokaa High School                 0.5662    
## org_name_1Honolulu Waldorf School             0.8890    
## org_name_1Iolani School                       0.7278    
## org_name_1Island Pacific Academy              0.8553    
## org_name_1Kahuku High  School                 0.8637    
## org_name_1Kailua High School                  0.6445    
## org_name_1Kaimuki High School                 0.6489    
## org_name_1Kaiser High School                  0.7686    
## org_name_1Kalaheo High School                 0.9856    
## org_name_1Kalani High School                  0.7345    
## org_name_1Kapaa High School                   0.9157    
## org_name_1Kapolei High School                 0.8484    
## org_name_1Kau High School                     0.5971    
## org_name_1Kauai High School                   0.7772    
## org_name_1Keaau High School                   0.8734    
## org_name_1Kealakehe High School               0.8902    
## org_name_1King Kekaulike High School          0.8020    
## org_name_1Konawaena High School               0.8366    
## org_name_1La Pietra                           0.7566    
## org_name_1Lahainaluna High School             0.8210    
## org_name_1Lanai High School                   0.7300    
## org_name_1Lanakila High School                0.8020    
## org_name_1Le Jardin Academy                   0.9393    
## org_name_1Leilehua High School                0.8977    
## org_name_1Lutheran School                     0.6350    
## org_name_1Maui High School                    0.8631    
## org_name_1McKinley High School                0.9629    
## org_name_1Mid Pacific Institute               0.7894    
## org_name_1Mililani High School                0.8355    
## org_name_1Moanalua High School                0.9537    
## org_name_1Molokai                             0.5871    
## org_name_1Nanakuli High School                0.8303    
## org_name_1Pacific Buddhist Academy            0.4647    
## org_name_1Pahoa High School                   0.4649    
## org_name_1Pearl City High School              0.8812    
## org_name_1Radford High School                 0.9172    
## org_name_1Roosevelt High School               0.8377    
## org_name_1Sacred Hearts Academy               0.9631    
## org_name_1St Andrews Priory                   0.7493    
## org_name_1St Francis                          0.7620    
## org_name_1St Louis School                     0.9375    
## org_name_1University Lab School               0.8171    
## org_name_1Waiakea High School                 0.7594    
## org_name_1Waialua High School                 0.7744    
## org_name_1Waianae High School                 0.9093    
## org_name_1Waimea High School                  0.7137    
## org_name_1Waipahu High School                 0.9711    
## user_current_sport_1Baseball                  0.8098    
## user_current_sport_1Basketball                0.6634    
## user_current_sport_1Boating Related           0.3881    
## user_current_sport_1Bowling                   0.3522    
## user_current_sport_1Boxing                    0.6782    
## user_current_sport_1Bull Riding               0.6766    
## user_current_sport_1Cheerleading              0.4936    
## user_current_sport_1Dance                     0.4083    
## user_current_sport_1Equestrian Sports         0.9084    
## user_current_sport_1Field Hockey              0.6521    
## user_current_sport_1Football                  0.8429    
## user_current_sport_1Football Freshman         0.8747    
## user_current_sport_1Football Junior Varsity   0.8278    
## user_current_sport_1Football Middle School    0.9765    
## user_current_sport_1Football Varsity          0.8589    
## user_current_sport_1Golf                      0.6930    
## user_current_sport_1Gymnastics                0.6873    
## user_current_sport_1Ice Hockey                0.0715 .  
## user_current_sport_1Martial Arts              0.6338    
## user_current_sport_1Paddling                  0.8114    
## user_current_sport_1Powerlifting              0.4555    
## user_current_sport_1Rifle                     0.8933    
## user_current_sport_1Rowing                    0.8390    
## user_current_sport_1Rugby                     0.5249    
## user_current_sport_1Sailing                   0.5624    
## user_current_sport_1Skateboarding             0.8586    
## user_current_sport_1Skipped                   0.4937    
## user_current_sport_1Snowboarding free ride    0.7814    
## user_current_sport_1Snowboarding halfpipe     0.1733    
## user_current_sport_1Soccer                    0.6286    
## user_current_sport_1Softball                  0.6106    
## user_current_sport_1Swimming                  0.5382    
## user_current_sport_1Tennis                    0.5278    
## user_current_sport_1Track & Field             0.5429    
## user_current_sport_1Ultimate Frisbee          0.1210    
## user_current_sport_1Volleyball                0.6179    
## user_current_sport_1Water Polo                0.7710    
## user_current_sport_1Wrestling                 0.7482    
## user_current_sport_1X-Country                 0.5387    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.198 on 10122 degrees of freedom
##   (8172 observations deleted due to missingness)
## Multiple R-squared:  0.03239,    Adjusted R-squared:  0.02283 
## F-statistic: 3.388 on 100 and 10122 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_memory_composite_score_verbal_2 ~ user_age_2 + 
##     org_name_2 + user_current_sport_2, data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -33.930  -5.080   1.092   6.242  14.594 
## 
## Coefficients:
##                                                Estimate Std. Error t value
## (Intercept)                                    90.09221    7.49639  12.018
## user_age_2                                      0.05444    0.07461   0.730
## org_name_2Aiea High School                     -2.61801    4.71607  -0.555
## org_name_2Anuenue Schools                      -1.39173    4.75423  -0.293
## org_name_2Assets School                        -6.70222    4.88038  -1.373
## org_name_2Baldwin High School                  -3.08262    4.78640  -0.644
## org_name_2Campbell High School                 -1.16205    4.68938  -0.248
## org_name_2Castle High School                   -2.13047    4.67710  -0.456
## org_name_2Christian Academy                    -0.05382    4.83953  -0.011
## org_name_2Damien Memorial School               -3.01469    4.67945  -0.644
## org_name_2Farrington High School               -3.17852    4.67550  -0.680
## org_name_2Hana High School                     -0.77114    4.90391  -0.157
## org_name_2Hanalani School                      -3.04147    4.70227  -0.647
## org_name_2Hawaii Baptist Academy               -0.73885    4.68056  -0.158
## org_name_2Hilo High School                     -1.96268    4.69610  -0.418
## org_name_2Honokaa High School                  -4.05918    4.71861  -0.860
## org_name_2Honolulu Waldorf School               1.20783    5.16692   0.234
## org_name_2Iolani School                        -0.22760    4.66661  -0.049
## org_name_2Island Pacific Academy               -1.50205    4.79202  -0.313
## org_name_2Kahuku High  School                   0.46969    4.67517   0.100
## org_name_2Kailua High School                   -3.74128    4.70056  -0.796
## org_name_2Kaimuki High School                  -3.82774    4.69912  -0.815
## org_name_2Kaiser High School                   -0.29743    4.68332  -0.064
## org_name_2Kalaheo High School                  -0.73282    4.68233  -0.157
## org_name_2Kalani High School                   -0.47492    4.67316  -0.102
## org_name_2Kapaa High School                    -1.37663    4.67668  -0.294
## org_name_2Kapolei High School                  -1.89801    4.68901  -0.405
## org_name_2Kau High School                      -3.77569    4.85392  -0.778
## org_name_2Kauai High School                    -2.84718    4.68440  -0.608
## org_name_2Keaau High School                    -2.38477    4.68655  -0.509
## org_name_2Kealakehe High School                -1.04083    4.67082  -0.223
## org_name_2King Kekaulike High School           -2.64330    4.68808  -0.564
## org_name_2Konawaena High School                -2.58275    4.72230  -0.547
## org_name_2La Pietra                            -3.38165    4.74481  -0.713
## org_name_2Lahainaluna High School              -1.81631    4.69588  -0.387
## org_name_2Lanai High School                    -4.06186    4.85369  -0.837
## org_name_2Lanakila High School                 -2.61214    4.86863  -0.537
## org_name_2Le Jardin Academy                    -1.80385    4.72237  -0.382
## org_name_2Leilehua High School                 -1.58161    4.67291  -0.338
## org_name_2Lutheran School                      -3.23427    5.69434  -0.568
## org_name_2Maui High School                     -1.57925    4.69202  -0.337
## org_name_2McKinley High School                 -1.31934    4.68712  -0.281
## org_name_2Mid Pacific Institute                -2.97965    4.66660  -0.639
## org_name_2Mililani High School                 -2.40658    4.66924  -0.515
## org_name_2Moanalua High School                 -1.71017    4.68633  -0.365
## org_name_2Molokai                              -4.27399    4.90870  -0.871
## org_name_2Nanakuli High School                 -3.02143    4.71956  -0.640
## org_name_2Pacific Buddhist Academy             -4.07526    5.06299  -0.805
## org_name_2Pahoa High School                    -3.96403    4.94919  -0.801
## org_name_2Pearl City High School               -2.37727    4.67072  -0.509
## org_name_2Radford High School                  -1.00202    4.70213  -0.213
## org_name_2Roosevelt High School                -0.72180    4.69016  -0.154
## org_name_2Sacred Hearts Academy                -1.21879    4.69307  -0.260
## org_name_2St Andrews Priory                     0.92153    4.78866   0.192
## org_name_2St Francis                           -3.30389    4.71635  -0.701
## org_name_2St Louis School                      -1.58497    4.71662  -0.336
## org_name_2University Lab School                -1.63926    4.69392  -0.349
## org_name_2Waiakea High School                  -3.10540    4.73267  -0.656
## org_name_2Waialua High School                  -3.58009    4.69566  -0.762
## org_name_2Waianae High School                  -4.07906    4.74817  -0.859
## org_name_2Waimea High School                   -3.62421    4.69680  -0.772
## org_name_2Waipahu High School                  -1.54594    4.78340  -0.323
## user_current_sport_2Baseball                   -0.94179    5.75823  -0.164
## user_current_sport_2Basketball                 -0.20476    5.75186  -0.036
## user_current_sport_2Boating Related            -1.24006    6.00334  -0.207
## user_current_sport_2Bowling                     0.29161    6.01449   0.048
## user_current_sport_2Boxing                      7.82395    9.88348   0.792
## user_current_sport_2Cheerleading                0.81775    5.76017   0.142
## user_current_sport_2Dance                       3.37303    7.36470   0.458
## user_current_sport_2Diving                     -8.59438    6.75836  -1.272
## user_current_sport_2Equestrian Sports           7.99219   10.12228   0.790
## user_current_sport_2Field Hockey                0.10643    8.08861   0.013
## user_current_sport_2Football                   -1.36945    5.75244  -0.238
## user_current_sport_2Football Freshman          -1.36092    5.88720  -0.231
## user_current_sport_2Football Junior Varsity     0.20585    5.80622   0.035
## user_current_sport_2Football Middle School     -1.13197    6.14297  -0.184
## user_current_sport_2Football Varsity           -0.93805    5.75491  -0.163
## user_current_sport_2Golf                       -0.42622    5.98796  -0.071
## user_current_sport_2Gymnastics                  2.18925    7.38693   0.296
## user_current_sport_2Martial Arts               -0.03314    5.76889  -0.006
## user_current_sport_2Motocross                   1.50390    9.90111   0.152
## user_current_sport_2Paddling                   -0.82170    5.89505  -0.139
## user_current_sport_2Rifle                       3.13361    6.32364   0.496
## user_current_sport_2Rowing                      0.60771    6.03170   0.101
## user_current_sport_2Rugby                     -26.95691    9.97778  -2.702
## user_current_sport_2Sailing                     3.80733    6.51691   0.584
## user_current_sport_2Skateboarding               4.17966    9.87628   0.423
## user_current_sport_2Skipped                    -0.19820    5.75085  -0.034
## user_current_sport_2Snowboarding boardercross  -6.60498    9.89951  -0.667
## user_current_sport_2Soccer                      0.44991    5.75183   0.078
## user_current_sport_2Softball                    0.98889    5.76489   0.172
## user_current_sport_2Swimming                    0.18241    5.82088   0.031
## user_current_sport_2Tennis                      1.48124    5.79968   0.255
## user_current_sport_2Track & Field              -0.13588    5.80092  -0.023
## user_current_sport_2Ultimate Frisbee           -8.52410    9.88573  -0.862
## user_current_sport_2Volleyball                  0.23851    5.74999   0.041
## user_current_sport_2Water Polo                 -0.10685    5.77391  -0.019
## user_current_sport_2Wrestling                  -0.87035    5.75829  -0.151
## user_current_sport_2X-Country                   1.68853    5.79630   0.291
##                                               Pr(>|t|)    
## (Intercept)                                    < 2e-16 ***
## user_age_2                                     0.46556    
## org_name_2Aiea High School                     0.57882    
## org_name_2Anuenue Schools                      0.76973    
## org_name_2Assets School                        0.16969    
## org_name_2Baldwin High School                  0.51957    
## org_name_2Campbell High School                 0.80429    
## org_name_2Castle High School                   0.64875    
## org_name_2Christian Academy                    0.99113    
## org_name_2Damien Memorial School               0.51943    
## org_name_2Farrington High School               0.49663    
## org_name_2Hana High School                     0.87505    
## org_name_2Hanalani School                      0.51777    
## org_name_2Hawaii Baptist Academy               0.87457    
## org_name_2Hilo High School                     0.67600    
## org_name_2Honokaa High School                  0.38967    
## org_name_2Honolulu Waldorf School              0.81517    
## org_name_2Iolani School                        0.96110    
## org_name_2Island Pacific Academy               0.75395    
## org_name_2Kahuku High  School                  0.91998    
## org_name_2Kailua High School                   0.42610    
## org_name_2Kaimuki High School                  0.41534    
## org_name_2Kaiser High School                   0.94936    
## org_name_2Kalaheo High School                  0.87564    
## org_name_2Kalani High School                   0.91905    
## org_name_2Kapaa High School                    0.76849    
## org_name_2Kapolei High School                  0.68565    
## org_name_2Kau High School                      0.43667    
## org_name_2Kauai High School                    0.54333    
## org_name_2Keaau High School                    0.61087    
## org_name_2Kealakehe High School                0.82367    
## org_name_2King Kekaulike High School           0.57288    
## org_name_2Konawaena High School                0.58444    
## org_name_2La Pietra                            0.47605    
## org_name_2Lahainaluna High School              0.69892    
## org_name_2Lanai High School                    0.40269    
## org_name_2Lanakila High School                 0.59161    
## org_name_2Le Jardin Academy                    0.70248    
## org_name_2Leilehua High School                 0.73502    
## org_name_2Lutheran School                      0.57006    
## org_name_2Maui High School                     0.73644    
## org_name_2McKinley High School                 0.77835    
## org_name_2Mid Pacific Institute                0.52316    
## org_name_2Mililani High School                 0.60628    
## org_name_2Moanalua High School                 0.71517    
## org_name_2Molokai                              0.38394    
## org_name_2Nanakuli High School                 0.52206    
## org_name_2Pacific Buddhist Academy             0.42089    
## org_name_2Pahoa High School                    0.42318    
## org_name_2Pearl City High School               0.61078    
## org_name_2Radford High School                  0.83125    
## org_name_2Roosevelt High School                0.87769    
## org_name_2Sacred Hearts Academy                0.79510    
## org_name_2St Andrews Priory                    0.84740    
## org_name_2St Francis                           0.48362    
## org_name_2St Louis School                      0.73685    
## org_name_2University Lab School                0.72692    
## org_name_2Waiakea High School                  0.51173    
## org_name_2Waialua High School                  0.44582    
## org_name_2Waianae High School                  0.39032    
## org_name_2Waimea High School                   0.44035    
## org_name_2Waipahu High School                  0.74656    
## user_current_sport_2Baseball                   0.87008    
## user_current_sport_2Basketball                 0.97160    
## user_current_sport_2Boating Related            0.83636    
## user_current_sport_2Bowling                    0.96133    
## user_current_sport_2Boxing                     0.42860    
## user_current_sport_2Cheerleading               0.88711    
## user_current_sport_2Dance                      0.64696    
## user_current_sport_2Diving                     0.20352    
## user_current_sport_2Equestrian Sports          0.42980    
## user_current_sport_2Field Hockey               0.98950    
## user_current_sport_2Football                   0.81184    
## user_current_sport_2Football Freshman          0.81719    
## user_current_sport_2Football Junior Varsity    0.97172    
## user_current_sport_2Football Middle School     0.85381    
## user_current_sport_2Football Varsity           0.87052    
## user_current_sport_2Golf                       0.94326    
## user_current_sport_2Gymnastics                 0.76696    
## user_current_sport_2Martial Arts               0.99542    
## user_current_sport_2Motocross                  0.87927    
## user_current_sport_2Paddling                   0.88915    
## user_current_sport_2Rifle                      0.62023    
## user_current_sport_2Rowing                     0.91975    
## user_current_sport_2Rugby                      0.00691 ** 
## user_current_sport_2Sailing                    0.55908    
## user_current_sport_2Skateboarding              0.67216    
## user_current_sport_2Skipped                    0.97251    
## user_current_sport_2Snowboarding boardercross  0.50466    
## user_current_sport_2Soccer                     0.93765    
## user_current_sport_2Softball                   0.86381    
## user_current_sport_2Swimming                   0.97500    
## user_current_sport_2Tennis                     0.79842    
## user_current_sport_2Track & Field              0.98131    
## user_current_sport_2Ultimate Frisbee           0.38856    
## user_current_sport_2Volleyball                 0.96691    
## user_current_sport_2Water Polo                 0.98524    
## user_current_sport_2Wrestling                  0.87986    
## user_current_sport_2X-Country                  0.77082    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.024 on 10189 degrees of freedom
##   (8107 observations deleted due to missingness)
## Multiple R-squared:  0.03156,    Adjusted R-squared:  0.02225 
## F-statistic: 3.389 on 98 and 10189 DF,  p-value: < 2.2e-16

Score Increase Model

## 
## Call:
## lm(formula = memory_verbal_diff ~ user_age_2 + org_name_2 + user_current_sport_2, 
##     data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -11.145  -5.398  -1.451   4.082  34.088 
## 
## Coefficients:
##                                                Estimate Std. Error t value
## (Intercept)                                    21.91558    6.46533   3.390
## user_age_2                                     -0.10958    0.06434  -1.703
## org_name_2Aiea High School                     -0.74148    4.06742  -0.182
## org_name_2Anuenue Schools                       0.36771    4.10033   0.090
## org_name_2Assets School                        -1.23012    4.20913  -0.292
## org_name_2Baldwin High School                  -1.23714    4.12808  -0.300
## org_name_2Campbell High School                 -0.90538    4.04440  -0.224
## org_name_2Castle High School                    0.33779    4.03381   0.084
## org_name_2Christian Academy                    -0.88230    4.17390  -0.211
## org_name_2Damien Memorial School               -0.64028    4.03584  -0.159
## org_name_2Farrington High School               -1.12769    4.03243  -0.280
## org_name_2Hana High School                     -1.37501    4.22943  -0.325
## org_name_2Hanalani School                       0.48520    4.05552   0.120
## org_name_2Hawaii Baptist Academy               -0.55095    4.03679  -0.136
## org_name_2Hilo High School                     -0.52329    4.05020  -0.129
## org_name_2Honokaa High School                  -0.02922    4.06961  -0.007
## org_name_2Honolulu Waldorf School               0.75065    4.45626   0.168
## org_name_2Iolani School                        -1.29998    4.02476  -0.323
## org_name_2Island Pacific Academy               -0.05040    4.13293  -0.012
## org_name_2Kahuku High  School                   0.17934    4.03215   0.044
## org_name_2Kailua High School                   -0.40425    4.05405  -0.100
## org_name_2Kaimuki High School                  -0.73864    4.05280  -0.182
## org_name_2Kaiser High School                   -1.06658    4.03917  -0.264
## org_name_2Kalaheo High School                  -0.20535    4.03832  -0.051
## org_name_2Kalani High School                   -1.56301    4.03041  -0.388
## org_name_2Kapaa High School                    -0.14443    4.03345  -0.036
## org_name_2Kapolei High School                  -0.07280    4.04409  -0.018
## org_name_2Kau High School                      -0.31075    4.18631  -0.074
## org_name_2Kauai High School                    -0.47795    4.04011  -0.118
## org_name_2Keaau High School                    -0.92302    4.04196  -0.228
## org_name_2Kealakehe High School                -1.18418    4.02839  -0.294
## org_name_2King Kekaulike High School           -0.72300    4.04328  -0.179
## org_name_2Konawaena High School                -0.90693    4.07279  -0.223
## org_name_2La Pietra                            -1.32669    4.09221  -0.324
## org_name_2Lahainaluna High School               0.11350    4.05001   0.028
## org_name_2Lanai High School                    -1.60058    4.18611  -0.382
## org_name_2Lanakila High School                 -0.78927    4.19900  -0.188
## org_name_2Le Jardin Academy                    -1.50211    4.07285  -0.369
## org_name_2Leilehua High School                 -0.34870    4.03020  -0.087
## org_name_2Lutheran School                       1.13884    4.91114   0.232
## org_name_2Maui High School                      0.00932    4.04668   0.002
## org_name_2McKinley High School                 -0.90703    4.04245  -0.224
## org_name_2Mid Pacific Institute                -0.98506    4.02476  -0.245
## org_name_2Mililani High School                 -0.55027    4.02703  -0.137
## org_name_2Moanalua High School                 -0.82942    4.04177  -0.205
## org_name_2Molokai                               0.16547    4.23355   0.039
## org_name_2Nanakuli High School                 -1.10886    4.07043  -0.272
## org_name_2Pacific Buddhist Academy             -1.26987    4.36662  -0.291
## org_name_2Pahoa High School                     1.21607    4.26848   0.285
## org_name_2Pearl City High School               -0.81720    4.02831  -0.203
## org_name_2Radford High School                  -0.92617    4.05540  -0.228
## org_name_2Roosevelt High School                -1.17267    4.04507  -0.290
## org_name_2Sacred Hearts Academy                -0.62554    4.04759  -0.155
## org_name_2St Andrews Priory                    -0.21324    4.13003  -0.052
## org_name_2St Francis                           -1.16022    4.06766  -0.285
## org_name_2St Louis School                      -0.67711    4.06790  -0.166
## org_name_2University Lab School                 0.37818    4.04832   0.093
## org_name_2Waiakea High School                  -0.76278    4.08174  -0.187
## org_name_2Waialua High School                  -1.28024    4.04981  -0.316
## org_name_2Waianae High School                  -2.52156    4.09511  -0.616
## org_name_2Waimea High School                   -0.80034    4.05080  -0.198
## org_name_2Waipahu High School                  -1.40619    4.12549  -0.341
## user_current_sport_2Baseball                   -9.68824    4.96624  -1.951
## user_current_sport_2Basketball                -10.11111    4.96075  -2.038
## user_current_sport_2Boating Related           -10.99687    5.17764  -2.124
## user_current_sport_2Bowling                   -12.23679    5.18725  -2.359
## user_current_sport_2Boxing                     -2.06655    8.52411  -0.242
## user_current_sport_2Cheerleading              -10.32249    4.96792  -2.078
## user_current_sport_2Dance                     -16.07549    6.35176  -2.531
## user_current_sport_2Diving                    -10.12809    5.82881  -1.738
## user_current_sport_2Equestrian Sports          -0.24171    8.73006  -0.028
## user_current_sport_2Field Hockey              -11.34319    6.97610  -1.626
## user_current_sport_2Football                   -9.69925    4.96125  -1.955
## user_current_sport_2Football Freshman          -8.53780    5.07747  -1.682
## user_current_sport_2Football Junior Varsity    -8.41629    5.00763  -1.681
## user_current_sport_2Football Middle School    -12.45497    5.29807  -2.351
## user_current_sport_2Football Varsity           -9.21748    4.96338  -1.857
## user_current_sport_2Golf                       -9.39803    5.16438  -1.820
## user_current_sport_2Gymnastics                 -8.59996    6.37093  -1.350
## user_current_sport_2Martial Arts               -9.34169    4.97543  -1.878
## user_current_sport_2Motocross                  -6.33084    8.53931  -0.741
## user_current_sport_2Paddling                   -8.99176    5.08425  -1.769
## user_current_sport_2Rifle                      -6.19032    5.45388  -1.135
## user_current_sport_2Rowing                    -10.92839    5.20210  -2.101
## user_current_sport_2Rugby                     -15.89615    8.60543  -1.847
## user_current_sport_2Sailing                   -11.82992    5.62057  -2.105
## user_current_sport_2Skateboarding             -14.50599    8.51790  -1.703
## user_current_sport_2Skipped                   -10.15493    4.95988  -2.047
## user_current_sport_2Snowboarding boardercross  -5.11168    8.53793  -0.599
## user_current_sport_2Soccer                    -10.02071    4.96072  -2.020
## user_current_sport_2Softball                   -9.85430    4.97198  -1.982
## user_current_sport_2Swimming                  -10.08006    5.02027  -2.008
## user_current_sport_2Tennis                    -10.37492    5.00199  -2.074
## user_current_sport_2Track & Field              -9.89978    5.00306  -1.979
## user_current_sport_2Ultimate Frisbee           -9.34888    8.52604  -1.097
## user_current_sport_2Volleyball                -10.15451    4.95914  -2.048
## user_current_sport_2Water Polo                 -8.92729    4.97976  -1.793
## user_current_sport_2Wrestling                 -10.25259    4.96629  -2.064
## user_current_sport_2X-Country                  -8.88645    4.99908  -1.778
##                                               Pr(>|t|)    
## (Intercept)                                   0.000702 ***
## user_age_2                                    0.088600 .  
## org_name_2Aiea High School                    0.855352    
## org_name_2Anuenue Schools                     0.928545    
## org_name_2Assets School                       0.770102    
## org_name_2Baldwin High School                 0.764420    
## org_name_2Campbell High School                0.822871    
## org_name_2Castle High School                  0.933266    
## org_name_2Christian Academy                   0.832591    
## org_name_2Damien Memorial School              0.873949    
## org_name_2Farrington High School              0.779747    
## org_name_2Hana High School                    0.745108    
## org_name_2Hanalani School                     0.904771    
## org_name_2Hawaii Baptist Academy              0.891442    
## org_name_2Hilo High School                    0.897200    
## org_name_2Honokaa High School                 0.994271    
## org_name_2Honolulu Waldorf School             0.866233    
## org_name_2Iolani School                       0.746705    
## org_name_2Island Pacific Academy              0.990270    
## org_name_2Kahuku High  School                 0.964525    
## org_name_2Kailua High School                  0.920572    
## org_name_2Kaimuki High School                 0.855386    
## org_name_2Kaiser High School                  0.791739    
## org_name_2Kalaheo High School                 0.959446    
## org_name_2Kalani High School                  0.698168    
## org_name_2Kapaa High School                   0.971436    
## org_name_2Kapolei High School                 0.985638    
## org_name_2Kau High School                     0.940830    
## org_name_2Kauai High School                   0.905832    
## org_name_2Keaau High School                   0.819371    
## org_name_2Kealakehe High School               0.768795    
## org_name_2King Kekaulike High School          0.858086    
## org_name_2Konawaena High School               0.823788    
## org_name_2La Pietra                           0.745794    
## org_name_2Lahainaluna High School             0.977642    
## org_name_2Lanai High School                   0.702206    
## org_name_2Lanakila High School                0.850907    
## org_name_2Le Jardin Academy                   0.712278    
## org_name_2Leilehua High School                0.931054    
## org_name_2Lutheran School                     0.816629    
## org_name_2Maui High School                    0.998162    
## org_name_2McKinley High School                0.822468    
## org_name_2Mid Pacific Institute               0.806654    
## org_name_2Mililani High School                0.891316    
## org_name_2Moanalua High School                0.837411    
## org_name_2Molokai                             0.968822    
## org_name_2Nanakuli High School                0.785305    
## org_name_2Pacific Buddhist Academy            0.771200    
## org_name_2Pahoa High School                   0.775731    
## org_name_2Pearl City High School              0.839246    
## org_name_2Radford High School                 0.819355    
## org_name_2Roosevelt High School               0.771898    
## org_name_2Sacred Hearts Academy               0.877183    
## org_name_2St Andrews Priory                   0.958823    
## org_name_2St Francis                          0.775474    
## org_name_2St Louis School                     0.867805    
## org_name_2University Lab School               0.925575    
## org_name_2Waiakea High School                 0.851762    
## org_name_2Waialua High School                 0.751916    
## org_name_2Waianae High School                 0.538073    
## org_name_2Waimea High School                  0.843381    
## org_name_2Waipahu High School                 0.733220    
## user_current_sport_2Baseball                  0.051106 .  
## user_current_sport_2Basketball                0.041553 *  
## user_current_sport_2Boating Related           0.033701 *  
## user_current_sport_2Bowling                   0.018342 *  
## user_current_sport_2Boxing                    0.808447    
## user_current_sport_2Cheerleading              0.037750 *  
## user_current_sport_2Dance                     0.011393 *  
## user_current_sport_2Diving                    0.082313 .  
## user_current_sport_2Equestrian Sports         0.977912    
## user_current_sport_2Field Hockey              0.103979    
## user_current_sport_2Football                  0.050610 .  
## user_current_sport_2Football Freshman         0.092695 .  
## user_current_sport_2Football Junior Varsity   0.092853 .  
## user_current_sport_2Football Middle School    0.018749 *  
## user_current_sport_2Football Varsity          0.063326 .  
## user_current_sport_2Golf                      0.068822 .  
## user_current_sport_2Gymnastics                0.177086    
## user_current_sport_2Martial Arts              0.060469 .  
## user_current_sport_2Motocross                 0.458483    
## user_current_sport_2Paddling                  0.076998 .  
## user_current_sport_2Rifle                     0.256389    
## user_current_sport_2Rowing                    0.035686 *  
## user_current_sport_2Rugby                     0.064744 .  
## user_current_sport_2Sailing                   0.035337 *  
## user_current_sport_2Skateboarding             0.088598 .  
## user_current_sport_2Skipped                   0.040643 *  
## user_current_sport_2Snowboarding boardercross 0.549385    
## user_current_sport_2Soccer                    0.043408 *  
## user_current_sport_2Softball                  0.047510 *  
## user_current_sport_2Swimming                  0.044683 *  
## user_current_sport_2Tennis                    0.038090 *  
## user_current_sport_2Track & Field             0.047871 *  
## user_current_sport_2Ultimate Frisbee          0.272882    
## user_current_sport_2Volleyball                0.040621 *  
## user_current_sport_2Water Polo                0.073048 .  
## user_current_sport_2Wrestling                 0.039002 *  
## user_current_sport_2X-Country                 0.075496 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.921 on 10189 degrees of freedom
##   (8107 observations deleted due to missingness)
## Multiple R-squared:  0.01147,    Adjusted R-squared:  0.001967 
## F-statistic: 1.207 on 98 and 10189 DF,  p-value: 0.08111

Visual Memory

Baseline 1 Model

## 
## Call:
## lm(formula = user_memory_composite_score_visual_1 ~ user_age_1 + 
##     org_name_1 + user_current_sport_1, data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -44.204  -8.228   0.806   8.726  31.507 
## 
## Coefficients:
##                                              Estimate Std. Error t value
## (Intercept)                                  72.85208   12.22176   5.961
## user_age_1                                    0.04245    0.11587   0.366
## org_name_1Aiea High School                   -8.58376    8.59689  -0.998
## org_name_1Anuenue Schools                    -7.40509    8.64344  -0.857
## org_name_1Assets School                     -11.58373    8.80722  -1.315
## org_name_1Baldwin High School                -7.72478    8.69214  -0.889
## org_name_1Campbell High School               -9.30774    8.56113  -1.087
## org_name_1Castle High School                -11.04940    8.55019  -1.292
## org_name_1Christian Academy                  -4.02497    8.73866  -0.461
## org_name_1Damien Memorial School             -9.30572    8.55433  -1.088
## org_name_1Farrington High School             -9.47191    8.54552  -1.108
## org_name_1Hana High School                   -7.10448    8.79251  -0.808
## org_name_1Hanalani School                    -9.47182    8.59368  -1.102
## org_name_1Hawaii Baptist Academy             -6.47218    8.55764  -0.756
## org_name_1Hilo High School                   -8.68039    8.58319  -1.011
## org_name_1Honokaa High School               -11.47632    8.60058  -1.334
## org_name_1Honolulu Waldorf School            -9.54419    9.08959  -1.050
## org_name_1Iolani School                      -5.94877    8.54098  -0.696
## org_name_1Island Pacific Academy             -8.39244    8.68230  -0.967
## org_name_1Kahuku High  School                -6.86041    8.55049  -0.802
## org_name_1Kailua High School                -10.81396    8.57713  -1.261
## org_name_1Kaimuki High School               -10.93469    8.58425  -1.274
## org_name_1Kaiser High School                 -6.65506    8.55511  -0.778
## org_name_1Kalaheo High School                -7.34703    8.55539  -0.859
## org_name_1Kalani High School                 -6.85021    8.54616  -0.802
## org_name_1Kapaa High School                  -9.84433    8.55155  -1.151
## org_name_1Kapolei High School                -8.48735    8.56314  -0.991
## org_name_1Kau High School                   -11.88121    8.75628  -1.357
## org_name_1Kauai High School                 -10.88629    8.55794  -1.272
## org_name_1Keaau High School                  -8.51283    8.55616  -0.995
## org_name_1Kealakehe High School              -6.27512    8.54067  -0.735
## org_name_1King Kekaulike High School         -8.73335    8.56278  -1.020
## org_name_1Kohala High School                 -8.74719   14.78949  -0.591
## org_name_1Konawaena High School              -8.95951    8.60526  -1.041
## org_name_1La Pietra                         -11.81908    8.62560  -1.370
## org_name_1Lahainaluna High School            -7.97167    8.57182  -0.930
## org_name_1Lanai High School                 -11.46823    8.80480  -1.302
## org_name_1Lanakila High School               -6.17089    8.85091  -0.697
## org_name_1Le Jardin Academy                  -9.61351    8.60876  -1.117
## org_name_1Leilehua High School               -8.84152    8.54653  -1.035
## org_name_1Lutheran School                   -10.67376    9.53226  -1.120
## org_name_1Maui High School                  -10.84462    8.56440  -1.266
## org_name_1McKinley High School               -7.19683    8.55780  -0.841
## org_name_1Mid Pacific Institute              -9.06658    8.54134  -1.061
## org_name_1Mililani High School               -8.72854    8.54057  -1.022
## org_name_1Moanalua High School               -6.97216    8.56346  -0.814
## org_name_1Molokai                           -11.26074    8.88591  -1.267
## org_name_1Nanakuli High School              -11.29544    8.61080  -1.312
## org_name_1Pacific Buddhist Academy           -7.12015    9.16022  -0.777
## org_name_1Pahoa High School                  -6.33178    8.77620  -0.721
## org_name_1Pearl City High School             -8.41928    8.54403  -0.985
## org_name_1Radford High School                -8.52574    8.57688  -0.994
## org_name_1Roosevelt High School              -7.09145    8.56708  -0.828
## org_name_1Sacred Hearts Academy              -7.98000    8.57142  -0.931
## org_name_1St Andrews Priory                 -11.27962    8.67745  -1.300
## org_name_1St Francis                         -8.64513    8.59606  -1.006
## org_name_1St Louis School                    -8.42285    8.59063  -0.980
## org_name_1University Lab School             -10.70745    8.57467  -1.249
## org_name_1Waiakea High School               -12.87169    8.62206  -1.493
## org_name_1Waialua High School                -9.49058    8.57126  -1.107
## org_name_1Waianae High School                -9.03929    8.62991  -1.047
## org_name_1Waimea High School                -10.84561    8.56966  -1.266
## org_name_1Waipahu High School                -8.15114    8.66238  -0.941
## user_current_sport_1Baseball                  2.93446    8.63249   0.340
## user_current_sport_1Basketball                3.52527    8.62384   0.409
## user_current_sport_1Boating Related          -0.87001    8.99325  -0.097
## user_current_sport_1Bobsled                   4.06793   14.82747   0.274
## user_current_sport_1Bowling                  11.16601   10.53848   1.060
## user_current_sport_1Boxing                    2.61936   10.17609   0.257
## user_current_sport_1Cheerleading              3.04725    8.63824   0.353
## user_current_sport_1Dance                     8.59756    9.38107   0.916
## user_current_sport_1Equestrian Sports        18.41121   11.13052   1.654
## user_current_sport_1Field Hockey              9.57769   14.82801   0.646
## user_current_sport_1Football                  3.49788    8.62679   0.405
## user_current_sport_1Football Freshman         2.83050    8.63915   0.328
## user_current_sport_1Football Junior Varsity   3.82708    8.62996   0.443
## user_current_sport_1Football Middle School    2.81760    8.80591   0.320
## user_current_sport_1Football Varsity          2.34321    8.67232   0.270
## user_current_sport_1Golf                     -2.11400    9.04984  -0.234
## user_current_sport_1Gymnastics                0.86176    9.19589   0.094
## user_current_sport_1Martial Arts              4.64300    8.65058   0.537
## user_current_sport_1Motocross                -5.98470   14.82684  -0.404
## user_current_sport_1Paddling                  5.76753    8.97179   0.643
## user_current_sport_1Powerlifting              4.48408   14.84133   0.302
## user_current_sport_1Rifle                     8.22853   11.11021   0.741
## user_current_sport_1Rowing                    5.40168    8.93579   0.604
## user_current_sport_1Rugby                    -4.98443   10.55318  -0.472
## user_current_sport_1Sailing                   1.38517   10.18168   0.136
## user_current_sport_1Skateboarding             5.18609   10.52200   0.493
## user_current_sport_1Skipped                   4.17636    8.73764   0.478
## user_current_sport_1Snowboarding free ride   12.79354   12.14044   1.054
## user_current_sport_1Snowboarding halfpipe    17.23763   12.16937   1.416
## user_current_sport_1Soccer                    4.14648    8.62495   0.481
## user_current_sport_1Softball                  2.22035    8.63935   0.257
## user_current_sport_1Swimming                  3.92976    8.69166   0.452
## user_current_sport_1Tennis                    3.58255    8.68617   0.412
## user_current_sport_1Track & Field             5.44232    8.72200   0.624
## user_current_sport_1Ultimate Frisbee        -16.74892   14.83335  -1.129
## user_current_sport_1Volleyball                3.60924    8.62063   0.419
## user_current_sport_1Water Polo                2.27226    8.66568   0.262
## user_current_sport_1Wrestling                 3.00758    8.63671   0.348
## user_current_sport_1X-Country                 6.10710    8.69698   0.702
##                                             Pr(>|t|)    
## (Intercept)                                 2.59e-09 ***
## user_age_1                                    0.7141    
## org_name_1Aiea High School                    0.3181    
## org_name_1Anuenue Schools                     0.3916    
## org_name_1Assets School                       0.1885    
## org_name_1Baldwin High School                 0.3742    
## org_name_1Campbell High School                0.2770    
## org_name_1Castle High School                  0.1963    
## org_name_1Christian Academy                   0.6451    
## org_name_1Damien Memorial School              0.2767    
## org_name_1Farrington High School              0.2677    
## org_name_1Hana High School                    0.4191    
## org_name_1Hanalani School                     0.2704    
## org_name_1Hawaii Baptist Academy              0.4495    
## org_name_1Hilo High School                    0.3119    
## org_name_1Honokaa High School                 0.1821    
## org_name_1Honolulu Waldorf School             0.2937    
## org_name_1Iolani School                       0.4861    
## org_name_1Island Pacific Academy              0.3338    
## org_name_1Kahuku High  School                 0.4224    
## org_name_1Kailua High School                  0.2074    
## org_name_1Kaimuki High School                 0.2028    
## org_name_1Kaiser High School                  0.4366    
## org_name_1Kalaheo High School                 0.3905    
## org_name_1Kalani High School                  0.4228    
## org_name_1Kapaa High School                   0.2497    
## org_name_1Kapolei High School                 0.3216    
## org_name_1Kau High School                     0.1748    
## org_name_1Kauai High School                   0.2034    
## org_name_1Keaau High School                   0.3198    
## org_name_1Kealakehe High School               0.4625    
## org_name_1King Kekaulike High School          0.3078    
## org_name_1Kohala High School                  0.5542    
## org_name_1Konawaena High School               0.2978    
## org_name_1La Pietra                           0.1706    
## org_name_1Lahainaluna High School             0.3524    
## org_name_1Lanai High School                   0.1928    
## org_name_1Lanakila High School                0.4857    
## org_name_1Le Jardin Academy                   0.2641    
## org_name_1Leilehua High School                0.3009    
## org_name_1Lutheran School                     0.2628    
## org_name_1Maui High School                    0.2055    
## org_name_1McKinley High School                0.4004    
## org_name_1Mid Pacific Institute               0.2885    
## org_name_1Mililani High School                0.3068    
## org_name_1Moanalua High School                0.4156    
## org_name_1Molokai                             0.2051    
## org_name_1Nanakuli High School                0.1896    
## org_name_1Pacific Buddhist Academy            0.4370    
## org_name_1Pahoa High School                   0.4706    
## org_name_1Pearl City High School              0.3245    
## org_name_1Radford High School                 0.3202    
## org_name_1Roosevelt High School               0.4078    
## org_name_1Sacred Hearts Academy               0.3519    
## org_name_1St Andrews Priory                   0.1937    
## org_name_1St Francis                          0.3146    
## org_name_1St Louis School                     0.3269    
## org_name_1University Lab School               0.2118    
## org_name_1Waiakea High School                 0.1355    
## org_name_1Waialua High School                 0.2682    
## org_name_1Waianae High School                 0.2949    
## org_name_1Waimea High School                  0.2057    
## org_name_1Waipahu High School                 0.3467    
## user_current_sport_1Baseball                  0.7339    
## user_current_sport_1Basketball                0.6827    
## user_current_sport_1Boating Related           0.9229    
## user_current_sport_1Bobsled                   0.7838    
## user_current_sport_1Bowling                   0.2894    
## user_current_sport_1Boxing                    0.7969    
## user_current_sport_1Cheerleading              0.7243    
## user_current_sport_1Dance                     0.3594    
## user_current_sport_1Equestrian Sports         0.0981 .  
## user_current_sport_1Field Hockey              0.5183    
## user_current_sport_1Football                  0.6851    
## user_current_sport_1Football Freshman         0.7432    
## user_current_sport_1Football Junior Varsity   0.6574    
## user_current_sport_1Football Middle School    0.7490    
## user_current_sport_1Football Varsity          0.7870    
## user_current_sport_1Golf                      0.8153    
## user_current_sport_1Gymnastics                0.9253    
## user_current_sport_1Martial Arts              0.5915    
## user_current_sport_1Motocross                 0.6865    
## user_current_sport_1Paddling                  0.5203    
## user_current_sport_1Powerlifting              0.7626    
## user_current_sport_1Rifle                     0.4589    
## user_current_sport_1Rowing                    0.5455    
## user_current_sport_1Rugby                     0.6367    
## user_current_sport_1Sailing                   0.8918    
## user_current_sport_1Skateboarding             0.6221    
## user_current_sport_1Skipped                   0.6327    
## user_current_sport_1Snowboarding free ride    0.2920    
## user_current_sport_1Snowboarding halfpipe     0.1567    
## user_current_sport_1Soccer                    0.6307    
## user_current_sport_1Softball                  0.7972    
## user_current_sport_1Swimming                  0.6512    
## user_current_sport_1Tennis                    0.6800    
## user_current_sport_1Track & Field             0.5327    
## user_current_sport_1Ultimate Frisbee          0.2589    
## user_current_sport_1Volleyball                0.6755    
## user_current_sport_1Water Polo                0.7932    
## user_current_sport_1Wrestling                 0.7277    
## user_current_sport_1X-Country                 0.4826    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 12.05 on 10827 degrees of freedom
##   (7466 observations deleted due to missingness)
## Multiple R-squared:  0.02276,    Adjusted R-squared:  0.01365 
## F-statistic: 2.497 on 101 and 10827 DF,  p-value: 1.08e-14

Baseline 2 Model

## 
## Call:
## lm(formula = user_memory_composite_score_visual_2 ~ user_age_2 + 
##     org_name_2 + user_current_sport_2, data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -41.037  -6.765   0.607   8.212  22.183 
## 
## Coefficients:
##                                              Estimate Std. Error t value
## (Intercept)                                  94.77206   10.80599   8.770
## user_age_2                                   -0.19720    0.09846  -2.003
## org_name_2Aiea High School                  -12.54082    7.58753  -1.653
## org_name_2Anuenue Schools                   -10.75943    7.62955  -1.410
## org_name_2Assets School                     -14.06142    7.76968  -1.810
## org_name_2Baldwin High School               -10.88979    7.67211  -1.419
## org_name_2Campbell High School              -12.22378    7.55650  -1.618
## org_name_2Castle High School                -13.39184    7.54634  -1.775
## org_name_2Christian Academy                  -7.84875    7.69600  -1.020
## org_name_2Damien Memorial School            -13.14078    7.54876  -1.741
## org_name_2Farrington High School            -12.28900    7.54244  -1.629
## org_name_2Hana High School                  -12.46532    7.73946  -1.611
## org_name_2Hanalani School                   -11.86700    7.57844  -1.566
## org_name_2Hawaii Baptist Academy            -10.23049    7.54922  -1.355
## org_name_2Hilo High School                  -11.18195    7.57628  -1.476
## org_name_2Honokaa High School               -13.99708    7.59050  -1.844
## org_name_2Honolulu Waldorf School           -13.33759    8.02499  -1.662
## org_name_2Iolani School                      -9.46670    7.53574  -1.256
## org_name_2Island Pacific Academy            -11.83501    7.66294  -1.544
## org_name_2Kahuku High  School                -9.56156    7.54722  -1.267
## org_name_2Kailua High School                -13.42790    7.57101  -1.774
## org_name_2Kaimuki High School               -13.42290    7.57575  -1.772
## org_name_2Kaiser High School                -10.66263    7.55163  -1.412
## org_name_2Kalaheo High School               -10.80556    7.55128  -1.431
## org_name_2Kalani High School                 -9.67930    7.54273  -1.283
## org_name_2Kapaa High School                 -12.49394    7.54699  -1.655
## org_name_2Kapolei High School               -11.46181    7.55784  -1.517
## org_name_2Kau High School                   -14.60850    7.71896  -1.893
## org_name_2Kauai High School                 -14.08741    7.55325  -1.865
## org_name_2Keaau High School                 -12.59698    7.55197  -1.668
## org_name_2Kealakehe High School             -10.54639    7.53793  -1.399
## org_name_2King Kekaulike High School        -12.52262    7.55796  -1.657
## org_name_2Kohala High School                -14.47531   13.02605  -1.111
## org_name_2Konawaena High School             -11.71150    7.59522  -1.542
## org_name_2La Pietra                         -12.91273    7.60540  -1.698
## org_name_2Lahainaluna High School           -11.45924    7.56556  -1.515
## org_name_2Lanai High School                 -13.37246    7.76819  -1.721
## org_name_2Lanakila High School              -11.35227    7.79979  -1.455
## org_name_2Le Jardin Academy                 -12.40348    7.59558  -1.633
## org_name_2Leilehua High School              -11.73056    7.54303  -1.555
## org_name_2Lutheran School                   -13.80392    8.41717  -1.640
## org_name_2Maui High School                  -13.78582    7.55813  -1.824
## org_name_2McKinley High School              -10.61918    7.55345  -1.406
## org_name_2Mid Pacific Institute             -12.54542    7.53521  -1.665
## org_name_2Mililani High School              -12.18567    7.53789  -1.617
## org_name_2Moanalua High School              -10.56736    7.55774  -1.398
## org_name_2Molokai                           -14.38478    7.84804  -1.833
## org_name_2Nanakuli High School              -13.29067    7.60085  -1.749
## org_name_2Pacific Buddhist Academy          -15.24415    8.06335  -1.891
## org_name_2Pahoa High School                  -8.47887    7.74940  -1.094
## org_name_2Pearl City High School            -12.22606    7.54039  -1.621
## org_name_2Radford High School               -11.12963    7.56998  -1.470
## org_name_2Roosevelt High School              -9.68582    7.56151  -1.281
## org_name_2Sacred Hearts Academy             -12.80349    7.56274  -1.693
## org_name_2St Andrews Priory                 -13.59544    7.66111  -1.775
## org_name_2St Francis                        -11.62865    7.58324  -1.533
## org_name_2St Louis School                   -11.18779    7.58134  -1.476
## org_name_2University Lab School             -14.04948    7.56330  -1.858
## org_name_2Waiakea High School               -16.11574    7.61028  -2.118
## org_name_2Waialua High School               -11.84957    7.56504  -1.566
## org_name_2Waianae High School               -13.34284    7.61586  -1.752
## org_name_2Waimea High School                -13.44140    7.56316  -1.777
## org_name_2Waipahu High School               -10.25624    7.64703  -1.341
## user_current_sport_2Baseball                  0.25808    7.61844   0.034
## user_current_sport_2Basketball               -0.06601    7.61015  -0.009
## user_current_sport_2Boating Related          -0.74660    8.00915  -0.093
## user_current_sport_2Bowling                  -0.34166    7.91996  -0.043
## user_current_sport_2Boxing                    8.92354   10.70900   0.833
## user_current_sport_2Bull Riding              13.97850   13.15255   1.063
## user_current_sport_2Cheerleading             -0.43043    7.62251  -0.056
## user_current_sport_2Dance                     3.95239   10.65954   0.371
## user_current_sport_2Diving                  -13.24943    9.29504  -1.425
## user_current_sport_2Equestrian Sports         7.98501   10.79393   0.740
## user_current_sport_2Fencing                  11.84977   13.08102   0.906
## user_current_sport_2Field Hockey             -0.38496   10.71155  -0.036
## user_current_sport_2Football                  0.46398    7.61134   0.061
## user_current_sport_2Football Freshman        -0.92165    7.77738  -0.119
## user_current_sport_2Football Junior Varsity  -0.84962    7.67482  -0.111
## user_current_sport_2Football Middle School   -1.23281    8.09473  -0.152
## user_current_sport_2Football Varsity          0.58223    7.61400   0.076
## user_current_sport_2Golf                      0.25268    7.94270   0.032
## user_current_sport_2Gymnastics               -3.17040    9.78444  -0.324
## user_current_sport_2Ice Hockey               14.33690   13.08131   1.096
## user_current_sport_2Martial Arts              1.40627    7.63033   0.184
## user_current_sport_2Motorsports               2.46128   13.10800   0.188
## user_current_sport_2Paddling                  2.66704    7.79325   0.342
## user_current_sport_2Rifle                     6.12198    8.30866   0.737
## user_current_sport_2Rowing                    2.29117    7.80950   0.293
## user_current_sport_2Rugby                    -6.49347   10.73032  -0.605
## user_current_sport_2Sailing                   8.26702    8.50251   0.972
## user_current_sport_2Skateboarding            -1.26170   10.70504  -0.118
## user_current_sport_2Skipped                   0.16135    7.60939   0.021
## user_current_sport_2Soccer                    1.04583    7.61078   0.137
## user_current_sport_2Softball                 -0.03539    7.62784  -0.005
## user_current_sport_2Swimming                 -0.15771    7.70606  -0.020
## user_current_sport_2Tennis                    2.09706    7.66807   0.273
## user_current_sport_2Track & Field             0.61577    7.67709   0.080
## user_current_sport_2Ultimate Frisbee         -6.21716   13.09144  -0.475
## user_current_sport_2Volleyball                0.51336    7.60696   0.067
## user_current_sport_2Water Polo               -0.29304    7.63695  -0.038
## user_current_sport_2Wrestling                -0.65425    7.61846  -0.086
## user_current_sport_2X-Country                 1.62877    7.66273   0.213
##                                             Pr(>|t|)    
## (Intercept)                                   <2e-16 ***
## user_age_2                                    0.0452 *  
## org_name_2Aiea High School                    0.0984 .  
## org_name_2Anuenue Schools                     0.1585    
## org_name_2Assets School                       0.0704 .  
## org_name_2Baldwin High School                 0.1558    
## org_name_2Campbell High School                0.1058    
## org_name_2Castle High School                  0.0760 .  
## org_name_2Christian Academy                   0.3078    
## org_name_2Damien Memorial School              0.0817 .  
## org_name_2Farrington High School              0.1033    
## org_name_2Hana High School                    0.1073    
## org_name_2Hanalani School                     0.1174    
## org_name_2Hawaii Baptist Academy              0.1754    
## org_name_2Hilo High School                    0.1400    
## org_name_2Honokaa High School                 0.0652 .  
## org_name_2Honolulu Waldorf School             0.0965 .  
## org_name_2Iolani School                       0.2091    
## org_name_2Island Pacific Academy              0.1225    
## org_name_2Kahuku High  School                 0.2052    
## org_name_2Kailua High School                  0.0762 .  
## org_name_2Kaimuki High School                 0.0765 .  
## org_name_2Kaiser High School                  0.1580    
## org_name_2Kalaheo High School                 0.1525    
## org_name_2Kalani High School                  0.1994    
## org_name_2Kapaa High School                   0.0979 .  
## org_name_2Kapolei High School                 0.1294    
## org_name_2Kau High School                     0.0584 .  
## org_name_2Kauai High School                   0.0622 .  
## org_name_2Keaau High School                   0.0953 .  
## org_name_2Kealakehe High School               0.1618    
## org_name_2King Kekaulike High School          0.0976 .  
## org_name_2Kohala High School                  0.2665    
## org_name_2Konawaena High School               0.1231    
## org_name_2La Pietra                           0.0896 .  
## org_name_2Lahainaluna High School             0.1299    
## org_name_2Lanai High School                   0.0852 .  
## org_name_2Lanakila High School                0.1456    
## org_name_2Le Jardin Academy                   0.1025    
## org_name_2Leilehua High School                0.1199    
## org_name_2Lutheran School                     0.1010    
## org_name_2Maui High School                    0.0682 .  
## org_name_2McKinley High School                0.1598    
## org_name_2Mid Pacific Institute               0.0960 .  
## org_name_2Mililani High School                0.1060    
## org_name_2Moanalua High School                0.1621    
## org_name_2Molokai                             0.0668 .  
## org_name_2Nanakuli High School                0.0804 .  
## org_name_2Pacific Buddhist Academy            0.0587 .  
## org_name_2Pahoa High School                   0.2739    
## org_name_2Pearl City High School              0.1050    
## org_name_2Radford High School                 0.1415    
## org_name_2Roosevelt High School               0.2002    
## org_name_2Sacred Hearts Academy               0.0905 .  
## org_name_2St Andrews Priory                   0.0760 .  
## org_name_2St Francis                          0.1252    
## org_name_2St Louis School                     0.1401    
## org_name_2University Lab School               0.0633 .  
## org_name_2Waiakea High School                 0.0342 *  
## org_name_2Waialua High School                 0.1173    
## org_name_2Waianae High School                 0.0798 .  
## org_name_2Waimea High School                  0.0756 .  
## org_name_2Waipahu High School                 0.1799    
## user_current_sport_2Baseball                  0.9730    
## user_current_sport_2Basketball                0.9931    
## user_current_sport_2Boating Related           0.9257    
## user_current_sport_2Bowling                   0.9656    
## user_current_sport_2Boxing                    0.4047    
## user_current_sport_2Bull Riding               0.2879    
## user_current_sport_2Cheerleading              0.9550    
## user_current_sport_2Dance                     0.7108    
## user_current_sport_2Diving                    0.1541    
## user_current_sport_2Equestrian Sports         0.4595    
## user_current_sport_2Fencing                   0.3650    
## user_current_sport_2Field Hockey              0.9713    
## user_current_sport_2Football                  0.9514    
## user_current_sport_2Football Freshman         0.9057    
## user_current_sport_2Football Junior Varsity   0.9119    
## user_current_sport_2Football Middle School    0.8790    
## user_current_sport_2Football Varsity          0.9390    
## user_current_sport_2Golf                      0.9746    
## user_current_sport_2Gymnastics                0.7459    
## user_current_sport_2Ice Hockey                0.2731    
## user_current_sport_2Martial Arts              0.8538    
## user_current_sport_2Motorsports               0.8511    
## user_current_sport_2Paddling                  0.7322    
## user_current_sport_2Rifle                     0.4612    
## user_current_sport_2Rowing                    0.7692    
## user_current_sport_2Rugby                     0.5451    
## user_current_sport_2Sailing                   0.3309    
## user_current_sport_2Skateboarding             0.9062    
## user_current_sport_2Skipped                   0.9831    
## user_current_sport_2Soccer                    0.8907    
## user_current_sport_2Softball                  0.9963    
## user_current_sport_2Swimming                  0.9837    
## user_current_sport_2Tennis                    0.7845    
## user_current_sport_2Track & Field             0.9361    
## user_current_sport_2Ultimate Frisbee          0.6349    
## user_current_sport_2Volleyball                0.9462    
## user_current_sport_2Water Polo                0.9694    
## user_current_sport_2Wrestling                 0.9316    
## user_current_sport_2X-Country                 0.8317    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.63 on 10875 degrees of freedom
##   (7418 observations deleted due to missingness)
## Multiple R-squared:  0.02233,    Adjusted R-squared:  0.01325 
## F-statistic: 2.459 on 101 and 10875 DF,  p-value: 3.378e-14

Score Increase Model

## 
## Call:
## lm(formula = memory_visual_diff ~ user_age_2 + org_name_2 + user_current_sport_2, 
##     data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -13.263  -6.683  -1.593   5.044  40.508 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                 12.11980    8.72291   1.389
## user_age_2                                  -0.06419    0.07948  -0.808
## org_name_2Aiea High School                  -3.63252    6.12488  -0.593
## org_name_2Anuenue Schools                   -2.71057    6.15879  -0.440
## org_name_2Assets School                     -2.14299    6.27191  -0.342
## org_name_2Baldwin High School               -3.21234    6.19315  -0.519
## org_name_2Campbell High School              -2.86335    6.09983  -0.469
## org_name_2Castle High School                -2.13759    6.09163  -0.351
## org_name_2Christian Academy                 -3.12157    6.21243  -0.502
## org_name_2Damien Memorial School            -3.47915    6.09358  -0.571
## org_name_2Farrington High School            -2.89754    6.08847  -0.476
## org_name_2Hana High School                  -5.41352    6.24752  -0.867
## org_name_2Hanalani School                   -1.36281    6.11754  -0.223
## org_name_2Hawaii Baptist Academy            -3.50739    6.09395  -0.576
## org_name_2Hilo High School                  -2.56726    6.11580  -0.420
## org_name_2Honokaa High School               -2.23207    6.12727  -0.364
## org_name_2Honolulu Waldorf School           -3.45071    6.47801  -0.533
## org_name_2Iolani School                     -3.21205    6.08307  -0.528
## org_name_2Island Pacific Academy            -2.84430    6.18575  -0.460
## org_name_2Kahuku High  School               -2.59535    6.09234  -0.426
## org_name_2Kailua High School                -2.21250    6.11154  -0.362
## org_name_2Kaimuki High School               -2.43155    6.11537  -0.398
## org_name_2Kaiser High School                -3.79128    6.09589  -0.622
## org_name_2Kalaheo High School               -3.37285    6.09561  -0.553
## org_name_2Kalani High School                -2.88263    6.08871  -0.473
## org_name_2Kapaa High School                 -2.67432    6.09215  -0.439
## org_name_2Kapolei High School               -3.09022    6.10091  -0.507
## org_name_2Kau High School                   -2.93720    6.23097  -0.471
## org_name_2Kauai High School                 -3.18411    6.09720  -0.522
## org_name_2Keaau High School                 -4.06182    6.09617  -0.666
## org_name_2Kealakehe High School             -4.06813    6.08484  -0.669
## org_name_2King Kekaulike High School        -3.71964    6.10101  -0.610
## org_name_2Kohala High School                -4.61216   10.51501  -0.439
## org_name_2Konawaena High School             -2.82683    6.13108  -0.461
## org_name_2La Pietra                         -1.18903    6.13930  -0.194
## org_name_2Lahainaluna High School           -3.38087    6.10714  -0.554
## org_name_2Lanai High School                 -2.09453    6.27071  -0.334
## org_name_2Lanakila High School              -4.57419    6.29622  -0.726
## org_name_2Le Jardin Academy                 -2.61594    6.13137  -0.427
## org_name_2Leilehua High School              -2.86207    6.08895  -0.470
## org_name_2Lutheran School                   -2.99842    6.79458  -0.441
## org_name_2Maui High School                  -2.96611    6.10114  -0.486
## org_name_2McKinley High School              -3.62191    6.09737  -0.594
## org_name_2Mid Pacific Institute             -3.09788    6.08264  -0.509
## org_name_2Mililani High School              -3.20937    6.08480  -0.527
## org_name_2Moanalua High School              -3.46550    6.10082  -0.568
## org_name_2Molokai                           -2.99144    6.33516  -0.472
## org_name_2Nanakuli High School              -1.82652    6.13563  -0.298
## org_name_2Pacific Buddhist Academy          -5.89462    6.50897  -0.906
## org_name_2Pahoa High School                 -2.08881    6.25554  -0.334
## org_name_2Pearl City High School            -3.52809    6.08682  -0.580
## org_name_2Radford High School               -2.57074    6.11071  -0.421
## org_name_2Roosevelt High School             -2.52200    6.10387  -0.413
## org_name_2Sacred Hearts Academy             -4.26640    6.10486  -0.699
## org_name_2St Andrews Priory                 -1.89056    6.18427  -0.306
## org_name_2St Francis                        -2.80128    6.12141  -0.458
## org_name_2St Louis School                   -2.71352    6.11988  -0.443
## org_name_2University Lab School             -2.61947    6.10532  -0.429
## org_name_2Waiakea High School               -3.06393    6.14324  -0.499
## org_name_2Waialua High School               -2.17131    6.10672  -0.356
## org_name_2Waianae High School               -4.14764    6.14774  -0.675
## org_name_2Waimea High School                -2.42791    6.10520  -0.398
## org_name_2Waipahu High School               -2.13038    6.17291  -0.345
## user_current_sport_2Baseball                 4.11812    6.14983   0.670
## user_current_sport_2Basketball               3.88936    6.14313   0.633
## user_current_sport_2Boating Related          4.11543    6.46522   0.637
## user_current_sport_2Bowling                  3.95095    6.39322   0.618
## user_current_sport_2Boxing                   6.17880    8.64461   0.715
## user_current_sport_2Bull Riding             14.79782   10.61712   1.394
## user_current_sport_2Cheerleading             4.07467    6.15311   0.662
## user_current_sport_2Dance                    0.37821    8.60469   0.044
## user_current_sport_2Diving                   0.07054    7.50322   0.009
## user_current_sport_2Equestrian Sports       -2.75022    8.71317  -0.316
## user_current_sport_2Fencing                 18.11931   10.55938   1.716
## user_current_sport_2Field Hockey             2.95607    8.64667   0.342
## user_current_sport_2Football                 4.39104    6.14410   0.715
## user_current_sport_2Football Freshman        3.08742    6.27813   0.492
## user_current_sport_2Football Junior Varsity  3.38168    6.19534   0.546
## user_current_sport_2Football Middle School   1.32407    6.53430   0.203
## user_current_sport_2Football Varsity         4.25125    6.14624   0.692
## user_current_sport_2Golf                     5.34989    6.41158   0.834
## user_current_sport_2Gymnastics              -1.82629    7.89828  -0.231
## user_current_sport_2Ice Hockey              -5.18744   10.55961  -0.491
## user_current_sport_2Martial Arts             4.36002    6.15942   0.708
## user_current_sport_2Motorsports             14.01330   10.58116   1.324
## user_current_sport_2Paddling                 2.36466    6.29094   0.376
## user_current_sport_2Rifle                    6.29516    6.70699   0.939
## user_current_sport_2Rowing                   4.16824    6.30405   0.661
## user_current_sport_2Rugby                   -2.99621    8.66182  -0.346
## user_current_sport_2Sailing                  6.22416    6.86347   0.907
## user_current_sport_2Skateboarding            0.78047    8.64142   0.090
## user_current_sport_2Skipped                  3.60948    6.14252   0.588
## user_current_sport_2Soccer                   3.57977    6.14364   0.583
## user_current_sport_2Softball                 4.91459    6.15741   0.798
## user_current_sport_2Swimming                 3.84769    6.22055   0.619
## user_current_sport_2Tennis                   3.29621    6.18989   0.533
## user_current_sport_2Track & Field            2.32939    6.19717   0.376
## user_current_sport_2Ultimate Frisbee         8.90489   10.56779   0.843
## user_current_sport_2Volleyball               4.16671    6.14056   0.679
## user_current_sport_2Water Polo               4.50124    6.16476   0.730
## user_current_sport_2Wrestling                3.96770    6.14984   0.645
## user_current_sport_2X-Country                3.25756    6.18557   0.527
##                                             Pr(>|t|)  
## (Intercept)                                   0.1647  
## user_age_2                                    0.4193  
## org_name_2Aiea High School                    0.5531  
## org_name_2Anuenue Schools                     0.6599  
## org_name_2Assets School                       0.7326  
## org_name_2Baldwin High School                 0.6040  
## org_name_2Campbell High School                0.6388  
## org_name_2Castle High School                  0.7257  
## org_name_2Christian Academy                   0.6153  
## org_name_2Damien Memorial School              0.5680  
## org_name_2Farrington High School              0.6342  
## org_name_2Hana High School                    0.3862  
## org_name_2Hanalani School                     0.8237  
## org_name_2Hawaii Baptist Academy              0.5649  
## org_name_2Hilo High School                    0.6747  
## org_name_2Honokaa High School                 0.7157  
## org_name_2Honolulu Waldorf School             0.5943  
## org_name_2Iolani School                       0.5975  
## org_name_2Island Pacific Academy              0.6457  
## org_name_2Kahuku High  School                 0.6701  
## org_name_2Kailua High School                  0.7173  
## org_name_2Kaimuki High School                 0.6909  
## org_name_2Kaiser High School                  0.5340  
## org_name_2Kalaheo High School                 0.5801  
## org_name_2Kalani High School                  0.6359  
## org_name_2Kapaa High School                   0.6607  
## org_name_2Kapolei High School                 0.6125  
## org_name_2Kau High School                     0.6374  
## org_name_2Kauai High School                   0.6015  
## org_name_2Keaau High School                   0.5052  
## org_name_2Kealakehe High School               0.5038  
## org_name_2King Kekaulike High School          0.5421  
## org_name_2Kohala High School                  0.6609  
## org_name_2Konawaena High School               0.6448  
## org_name_2La Pietra                           0.8464  
## org_name_2Lahainaluna High School             0.5799  
## org_name_2Lanai High School                   0.7384  
## org_name_2Lanakila High School                0.4675  
## org_name_2Le Jardin Academy                   0.6696  
## org_name_2Leilehua High School                0.6383  
## org_name_2Lutheran School                     0.6590  
## org_name_2Maui High School                    0.6269  
## org_name_2McKinley High School                0.5525  
## org_name_2Mid Pacific Institute               0.6106  
## org_name_2Mililani High School                0.5979  
## org_name_2Moanalua High School                0.5700  
## org_name_2Molokai                             0.6368  
## org_name_2Nanakuli High School                0.7659  
## org_name_2Pacific Buddhist Academy            0.3652  
## org_name_2Pahoa High School                   0.7385  
## org_name_2Pearl City High School              0.5622  
## org_name_2Radford High School                 0.6740  
## org_name_2Roosevelt High School               0.6795  
## org_name_2Sacred Hearts Academy               0.4847  
## org_name_2St Andrews Priory                   0.7598  
## org_name_2St Francis                          0.6472  
## org_name_2St Louis School                     0.6575  
## org_name_2University Lab School               0.6679  
## org_name_2Waiakea High School                 0.6180  
## org_name_2Waialua High School                 0.7222  
## org_name_2Waianae High School                 0.4999  
## org_name_2Waimea High School                  0.6909  
## org_name_2Waipahu High School                 0.7300  
## user_current_sport_2Baseball                  0.5031  
## user_current_sport_2Basketball                0.5267  
## user_current_sport_2Boating Related           0.5244  
## user_current_sport_2Bowling                   0.5366  
## user_current_sport_2Boxing                    0.4748  
## user_current_sport_2Bull Riding               0.1634  
## user_current_sport_2Cheerleading              0.5078  
## user_current_sport_2Dance                     0.9649  
## user_current_sport_2Diving                    0.9925  
## user_current_sport_2Equestrian Sports         0.7523  
## user_current_sport_2Fencing                   0.0862 .
## user_current_sport_2Field Hockey              0.7325  
## user_current_sport_2Football                  0.4748  
## user_current_sport_2Football Freshman         0.6229  
## user_current_sport_2Football Junior Varsity   0.5852  
## user_current_sport_2Football Middle School    0.8394  
## user_current_sport_2Football Varsity          0.4892  
## user_current_sport_2Golf                      0.4041  
## user_current_sport_2Gymnastics                0.8171  
## user_current_sport_2Ice Hockey                0.6233  
## user_current_sport_2Martial Arts              0.4790  
## user_current_sport_2Motorsports               0.1854  
## user_current_sport_2Paddling                  0.7070  
## user_current_sport_2Rifle                     0.3480  
## user_current_sport_2Rowing                    0.5085  
## user_current_sport_2Rugby                     0.7294  
## user_current_sport_2Sailing                   0.3645  
## user_current_sport_2Skateboarding             0.9280  
## user_current_sport_2Skipped                   0.5568  
## user_current_sport_2Soccer                    0.5601  
## user_current_sport_2Softball                  0.4248  
## user_current_sport_2Swimming                  0.5362  
## user_current_sport_2Tennis                    0.5944  
## user_current_sport_2Track & Field             0.7070  
## user_current_sport_2Ultimate Frisbee          0.3994  
## user_current_sport_2Volleyball                0.4974  
## user_current_sport_2Water Polo                0.4653  
## user_current_sport_2Wrestling                 0.5188  
## user_current_sport_2X-Country                 0.5985  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.584 on 10875 degrees of freedom
##   (7418 observations deleted due to missingness)
## Multiple R-squared:  0.008937,   Adjusted R-squared:  -0.0002673 
## F-statistic: 0.971 on 101 and 10875 DF,  p-value: 0.564

Visual Motor

Baseline 1 Model

## 
## Call:
## lm(formula = user_visual_motor_composite_score_1 ~ user_age_1 + 
##     org_name_1 + user_current_sport_1, data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -38.427  -3.861  -0.049   4.032  20.896 
## 
## Coefficients:
##                                              Estimate Std. Error t value
## (Intercept)                                  18.49049    3.63877   5.082
## user_age_1                                    0.80814    0.05226  15.464
## org_name_1Aiea High School                    2.97364    3.58899   0.829
## org_name_1Anuenue Schools                     3.31263    3.62657   0.913
## org_name_1Assets School                      -1.55028    3.69025  -0.420
## org_name_1Baldwin High School                 5.54966    3.62892   1.529
## org_name_1Campbell High School                3.36319    3.57405   0.941
## org_name_1Castle High School                  4.40066    3.56845   1.233
## org_name_1Christian Academy                   3.81461    3.65714   1.043
## org_name_1Damien Memorial School              4.57257    3.56957   1.281
## org_name_1Farrington High School              3.31937    3.56655   0.931
## org_name_1Hana High School                    2.24155    3.68248   0.609
## org_name_1Hanalani School                     5.65388    3.58782   1.576
## org_name_1Hawaii Baptist Academy              5.96939    3.57191   1.671
## org_name_1Hilo High School                    4.94882    3.58164   1.382
## org_name_1Honokaa High School                 2.73121    3.59183   0.760
## org_name_1Honolulu Waldorf School             0.49420    3.84335   0.129
## org_name_1Iolani School                       6.64268    3.56389   1.864
## org_name_1Island Pacific Academy              4.41610    3.63560   1.215
## org_name_1Kahuku High  School                 5.23376    3.56827   1.467
## org_name_1Kailua High School                  5.01469    3.57837   1.401
## org_name_1Kaimuki High School                 3.03865    3.58293   0.848
## org_name_1Kaiser High School                  5.97531    3.57072   1.673
## org_name_1Kalaheo High School                 5.03698    3.57130   1.410
## org_name_1Kalani High School                  7.22711    3.56545   2.027
## org_name_1Kapaa High School                   3.43226    3.56764   0.962
## org_name_1Kapolei High School                 4.83746    3.57604   1.353
## org_name_1Kau High School                     0.68246    3.70857   0.184
## org_name_1Kauai High School                   3.84401    3.57120   1.076
## org_name_1Keaau High School                   2.84524    3.57119   0.797
## org_name_1Kealakehe High School               5.19122    3.56362   1.457
## org_name_1King Kekaulike High School          4.27858    3.57374   1.197
## org_name_1Kohala High School                  1.30306    4.70559   0.277
## org_name_1Konawaena High School               4.58572    3.59787   1.275
## org_name_1La Pietra                           1.81092    3.60554   0.502
## org_name_1Lahainaluna High School             3.98727    3.57796   1.114
## org_name_1Lanai High School                   3.89932    3.69188   1.056
## org_name_1Lanakila High School                1.63003    3.69919   0.441
## org_name_1Le Jardin Academy                   4.05598    3.59509   1.128
## org_name_1Leilehua High School                5.24977    3.56553   1.472
## org_name_1Lutheran School                     5.58691    4.01187   1.393
## org_name_1Maui High School                    4.38374    3.57517   1.226
## org_name_1McKinley High School                5.79034    3.57067   1.622
## org_name_1Mid Pacific Institute               2.89516    3.56393   0.812
## org_name_1Mililani High School                4.98637    3.56299   1.399
## org_name_1Moanalua High School                6.53996    3.57342   1.830
## org_name_1Molokai                             3.78989    3.71730   1.020
## org_name_1Nanakuli High School                1.58154    3.59630   0.440
## org_name_1Pacific Buddhist Academy            6.01706    3.88777   1.548
## org_name_1Pahoa High School                   2.16927    3.69304   0.587
## org_name_1Pearl City High School              3.43766    3.56386   0.965
## org_name_1Radford High School                 5.18431    3.58085   1.448
## org_name_1Roosevelt High School               4.21007    3.57788   1.177
## org_name_1Sacred Hearts Academy               4.57797    3.57788   1.280
## org_name_1St Andrews Priory                   5.14779    3.63149   1.418
## org_name_1St Francis                          4.75632    3.59073   1.325
## org_name_1St Louis School                     5.18887    3.58820   1.446
## org_name_1University Lab School               3.22501    3.57778   0.901
## org_name_1Waiakea High School                 4.12472    3.60068   1.146
## org_name_1Waialua High School                 3.46513    3.57568   0.969
## org_name_1Waianae High School                 3.57097    3.60524   0.990
## org_name_1Waimea High School                  3.01281    3.57680   0.842
## org_name_1Waipahu High School                 4.68830    3.62670   1.293
## user_current_sport_1Basketball                0.78428    0.25604   3.063
## user_current_sport_1Boating Related          -0.25197    1.24567  -0.202
## user_current_sport_1Bobsled                 -21.01569    6.16249  -3.410
## user_current_sport_1Bowling                   7.31233    2.77093   2.639
## user_current_sport_1Boxing                    1.77123    2.07115   0.855
## user_current_sport_1Bull Riding             -10.51411    6.19870  -1.696
## user_current_sport_1Cheerleading              0.20781    0.33309   0.624
## user_current_sport_1Dance                     1.57933    1.87790   0.841
## user_current_sport_1Equestrian Sports        -4.36148    6.15897  -0.708
## user_current_sport_1Fencing                   7.74666    6.15865   1.258
## user_current_sport_1Football                 -2.11483    0.26167  -8.082
## user_current_sport_1Football Freshman        -2.55315    0.33201  -7.690
## user_current_sport_1Football Junior Varsity  -1.39518    0.28155  -4.955
## user_current_sport_1Football Middle School   -1.73181    0.83415  -2.076
## user_current_sport_1Football Varsity         -1.12300    0.50410  -2.228
## user_current_sport_1Golf                      0.59487    1.26153   0.472
## user_current_sport_1Gymnastics               -2.09097    1.47430  -1.418
## user_current_sport_1Ice Hockey               -0.23250    4.42845  -0.053
## user_current_sport_1Lacrosse                 -7.22519    6.15877  -1.173
## user_current_sport_1Martial Arts              0.83349    0.40544   2.056
## user_current_sport_1Motocross                -9.08397    6.16059  -1.475
## user_current_sport_1Paddling                 -0.09895    1.28341  -0.077
## user_current_sport_1Powerlifting             -6.62099    6.16833  -1.073
## user_current_sport_1Rifle                    -1.59034    3.57964  -0.444
## user_current_sport_1Rowing                    1.33249    1.19178   1.118
## user_current_sport_1Rugby                    -5.73401    3.10581  -1.846
## user_current_sport_1Sailing                  -0.42604    2.53278  -0.168
## user_current_sport_1Skateboarding            -8.57753    3.08790  -2.778
## user_current_sport_1Skipped                  -0.80458    0.68020  -1.183
## user_current_sport_1Snowboarding free ride   -9.93867    4.36712  -2.276
## user_current_sport_1Snowboarding halfpipe     1.46130    4.38067   0.334
## user_current_sport_1Soccer                    0.84639    0.25065   3.377
## user_current_sport_1Softball                  0.61364    0.33589   1.827
## user_current_sport_1Swimming                 -0.08483    0.62920  -0.135
## user_current_sport_1Tennis                    1.76167    0.57192   3.080
## user_current_sport_1Track & Field             0.79896    0.67432   1.185
## user_current_sport_1Volleyball                1.26652    0.25617   4.944
## user_current_sport_1Water Polo               -0.14664    0.46592  -0.315
## user_current_sport_1Wrestling                -0.88988    0.32198  -2.764
## user_current_sport_1X-Country                 1.24943    0.58005   2.154
##                                             Pr(>|t|)    
## (Intercept)                                 3.79e-07 ***
## user_age_1                                   < 2e-16 ***
## org_name_1Aiea High School                  0.407376    
## org_name_1Anuenue Schools                   0.361030    
## org_name_1Assets School                     0.674418    
## org_name_1Baldwin High School               0.126216    
## org_name_1Campbell High School              0.346721    
## org_name_1Castle High School                0.217517    
## org_name_1Christian Academy                 0.296939    
## org_name_1Damien Memorial School            0.200220    
## org_name_1Farrington High School            0.352027    
## org_name_1Hana High School                  0.542729    
## org_name_1Hanalani School                   0.115082    
## org_name_1Hawaii Baptist Academy            0.094704 .  
## org_name_1Hilo High School                  0.167079    
## org_name_1Honokaa High School               0.447030    
## org_name_1Honolulu Waldorf School           0.897688    
## org_name_1Iolani School                     0.062359 .  
## org_name_1Island Pacific Academy            0.224508    
## org_name_1Kahuku High  School               0.142466    
## org_name_1Kailua High School                0.161119    
## org_name_1Kaimuki High School               0.396402    
## org_name_1Kaiser High School                0.094267 .  
## org_name_1Kalaheo High School               0.158442    
## org_name_1Kalani High School                0.042683 *  
## org_name_1Kapaa High School                 0.336039    
## org_name_1Kapolei High School               0.176160    
## org_name_1Kau High School                   0.853999    
## org_name_1Kauai High School                 0.281771    
## org_name_1Keaau High School                 0.425626    
## org_name_1Kealakehe High School             0.145215    
## org_name_1King Kekaulike High School        0.231238    
## org_name_1Kohala High School                0.781847    
## org_name_1Konawaena High School             0.202484    
## org_name_1La Pietra                         0.615492    
## org_name_1Lahainaluna High School           0.265128    
## org_name_1Lanai High School                 0.290901    
## org_name_1Lanakila High School              0.659477    
## org_name_1Le Jardin Academy                 0.259254    
## org_name_1Leilehua High School              0.140945    
## org_name_1Lutheran School                   0.163764    
## org_name_1Maui High School                  0.220158    
## org_name_1McKinley High School              0.104903    
## org_name_1Mid Pacific Institute             0.416605    
## org_name_1Mililani High School              0.161688    
## org_name_1Moanalua High School              0.067246 .  
## org_name_1Molokai                           0.307971    
## org_name_1Nanakuli High School              0.660111    
## org_name_1Pacific Buddhist Academy          0.121720    
## org_name_1Pahoa High School                 0.556948    
## org_name_1Pearl City High School            0.334768    
## org_name_1Radford High School               0.147699    
## org_name_1Roosevelt High School             0.239337    
## org_name_1Sacred Hearts Academy             0.200735    
## org_name_1St Andrews Priory                 0.156347    
## org_name_1St Francis                        0.185322    
## org_name_1St Louis School                   0.148173    
## org_name_1University Lab School             0.367391    
## org_name_1Waiakea High School               0.252006    
## org_name_1Waialua High School               0.332521    
## org_name_1Waianae High School               0.321950    
## org_name_1Waimea High School                0.399622    
## org_name_1Waipahu High School               0.196130    
## user_current_sport_1Basketball              0.002194 ** 
## user_current_sport_1Boating Related         0.839702    
## user_current_sport_1Bobsled                 0.000651 ***
## user_current_sport_1Bowling                 0.008326 ** 
## user_current_sport_1Boxing                  0.392459    
## user_current_sport_1Bull Riding             0.089874 .  
## user_current_sport_1Cheerleading            0.532704    
## user_current_sport_1Dance                   0.400358    
## user_current_sport_1Equestrian Sports       0.478864    
## user_current_sport_1Fencing                 0.208467    
## user_current_sport_1Football                6.89e-16 ***
## user_current_sport_1Football Freshman       1.57e-14 ***
## user_current_sport_1Football Junior Varsity 7.31e-07 ***
## user_current_sport_1Football Middle School  0.037901 *  
## user_current_sport_1Football Varsity        0.025916 *  
## user_current_sport_1Golf                    0.637261    
## user_current_sport_1Gymnastics              0.156131    
## user_current_sport_1Ice Hockey              0.958129    
## user_current_sport_1Lacrosse                0.240753    
## user_current_sport_1Martial Arts            0.039826 *  
## user_current_sport_1Motocross               0.140361    
## user_current_sport_1Paddling                0.938543    
## user_current_sport_1Powerlifting            0.283117    
## user_current_sport_1Rifle                   0.656852    
## user_current_sport_1Rowing                  0.263557    
## user_current_sport_1Rugby                   0.064881 .  
## user_current_sport_1Sailing                 0.866422    
## user_current_sport_1Skateboarding           0.005480 ** 
## user_current_sport_1Skipped                 0.236882    
## user_current_sport_1Snowboarding free ride  0.022873 *  
## user_current_sport_1Snowboarding halfpipe   0.738701    
## user_current_sport_1Soccer                  0.000735 ***
## user_current_sport_1Softball                0.067737 .  
## user_current_sport_1Swimming                0.892756    
## user_current_sport_1Tennis                  0.002072 ** 
## user_current_sport_1Track & Field           0.236101    
## user_current_sport_1Volleyball              7.74e-07 ***
## user_current_sport_1Water Polo              0.752976    
## user_current_sport_1Wrestling               0.005722 ** 
## user_current_sport_1X-Country               0.031259 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.152 on 13970 degrees of freedom
##   (4322 observations deleted due to missingness)
## Multiple R-squared:  0.1004, Adjusted R-squared:  0.09383 
## F-statistic: 15.29 on 102 and 13970 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_visual_motor_composite_score_2 ~ user_age_2 + 
##     org_name_2 + user_current_sport_2, data = baseline_final)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -27.5855  -4.2314  -0.0784   4.3871  16.3149 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                    28.5448     5.5644   5.130
## user_age_2                                      0.4855     0.0491   9.889
## org_name_2Aiea High School                      3.2832     3.5204   0.933
## org_name_2Anuenue Schools                       3.9427     3.5576   1.108
## org_name_2Assets School                        -0.6618     3.6180  -0.183
## org_name_2Baldwin High School                   6.3959     3.5596   1.797
## org_name_2Campbell High School                  3.8321     3.5065   1.093
## org_name_2Castle High School                    5.1997     3.5000   1.486
## org_name_2Christian Academy                     4.7562     3.5797   1.329
## org_name_2Damien Memorial School                5.3884     3.4995   1.540
## org_name_2Farrington High School                3.8759     3.4979   1.108
## org_name_2Hana High School                      2.6677     3.6029   0.740
## org_name_2Hanalani School                       6.2512     3.5170   1.777
## org_name_2Hawaii Baptist Academy                6.7193     3.5009   1.919
## org_name_2Hilo High School                      5.3181     3.5127   1.514
## org_name_2Honokaa High School                   3.3509     3.5215   0.952
## org_name_2Honolulu Waldorf School               2.1570     3.7672   0.573
## org_name_2Iolani School                         8.0174     3.4930   2.295
## org_name_2Island Pacific Academy                6.5709     3.5652   1.843
## org_name_2Kahuku High  School                   5.7223     3.5002   1.635
## org_name_2Kailua High School                    5.7131     3.5104   1.627
## org_name_2Kaimuki High School                   3.8782     3.5139   1.104
## org_name_2Kaiser High School                    6.7736     3.5027   1.934
## org_name_2Kalaheo High School                   5.3409     3.5029   1.525
## org_name_2Kalani High School                    7.9107     3.4970   2.262
## org_name_2Kapaa High School                     4.3990     3.4991   1.257
## org_name_2Kapolei High School                   5.1710     3.5072   1.474
## org_name_2Kau High School                       0.9873     3.6283   0.272
## org_name_2Kauai High School                     4.6291     3.5025   1.322
## org_name_2Keaau High School                     3.5172     3.5034   1.004
## org_name_2Kealakehe High School                 5.6002     3.4957   1.602
## org_name_2King Kekaulike High School            4.9921     3.5055   1.424
## org_name_2Kohala High School                    2.2351     4.6063   0.485
## org_name_2Konawaena High School                 4.6499     3.5283   1.318
## org_name_2La Pietra                             2.6600     3.5337   0.753
## org_name_2Lahainaluna High School               4.3132     3.5096   1.229
## org_name_2Lanai High School                     5.0824     3.6210   1.404
## org_name_2Lanakila High School                  2.5665     3.6194   0.709
## org_name_2Le Jardin Academy                     4.9948     3.5248   1.417
## org_name_2Leilehua High School                  5.5593     3.4973   1.590
## org_name_2Lutheran School                       5.2775     3.9361   1.341
## org_name_2Maui High School                      4.8875     3.5066   1.394
## org_name_2McKinley High School                  6.0987     3.5025   1.741
## org_name_2Mid Pacific Institute                 3.9747     3.4934   1.138
## org_name_2Mililani High School                  5.3938     3.4950   1.543
## org_name_2Moanalua High School                  7.2797     3.5048   2.077
## org_name_2Molokai                               4.3134     3.6480   1.182
## org_name_2Nanakuli High School                  2.1071     3.5273   0.597
## org_name_2Pacific Buddhist Academy              6.5750     3.7542   1.751
## org_name_2Pahoa High School                     2.9617     3.6223   0.818
## org_name_2Pearl City High School                4.0732     3.4955   1.165
## org_name_2Radford High School                   6.3220     3.5120   1.800
## org_name_2Roosevelt High School                 6.2810     3.5093   1.790
## org_name_2Sacred Hearts Academy                 4.9276     3.5081   1.405
## org_name_2St Andrews Priory                     5.5621     3.5571   1.564
## org_name_2St Francis                            5.1025     3.5199   1.450
## org_name_2St Louis School                       5.5427     3.5198   1.575
## org_name_2University Lab School                 4.2131     3.5061   1.202
## org_name_2Waiakea High School                   5.0700     3.5316   1.436
## org_name_2Waialua High School                   3.9430     3.5075   1.124
## org_name_2Waianae High School                   3.6043     3.5355   1.019
## org_name_2Waimea High School                    3.4318     3.5081   0.978
## org_name_2Waipahu High School                   4.9526     3.5572   1.392
## user_current_sport_2Baseball                   -2.0093     4.2776  -0.470
## user_current_sport_2Basketball                 -1.1850     4.2740  -0.277
## user_current_sport_2Boating Related            -0.1942     4.4319  -0.044
## user_current_sport_2Bowling                     0.5979     4.4161   0.135
## user_current_sport_2Boxing                     -2.5794     6.0273  -0.428
## user_current_sport_2Bull Riding                -4.2033     6.0449  -0.695
## user_current_sport_2Cheerleading               -1.6578     4.2794  -0.387
## user_current_sport_2Dance                      -0.1989     5.2158  -0.038
## user_current_sport_2Diving                     -4.0957     5.2222  -0.784
## user_current_sport_2Fencing                     7.7694     7.3853   1.052
## user_current_sport_2Field Hockey              -12.6677     7.4026  -1.711
## user_current_sport_2Football                   -3.8295     4.2746  -0.896
## user_current_sport_2Football Freshman          -4.2588     4.3475  -0.980
## user_current_sport_2Football Junior Varsity    -4.6993     4.3052  -1.092
## user_current_sport_2Football Middle School     -4.7022     4.5025  -1.044
## user_current_sport_2Football Varsity           -3.2171     4.2760  -0.752
## user_current_sport_2Golf                       -0.7661     4.3987  -0.174
## user_current_sport_2Gymnastics                  0.7828     5.0474   0.155
## user_current_sport_2Ice Hockey                  2.4758     6.0706   0.408
## user_current_sport_2Martial Arts               -1.6116     4.2840  -0.376
## user_current_sport_2Motorsports                 0.6277     7.3813   0.085
## user_current_sport_2Paddling                   -2.0443     4.3431  -0.471
## user_current_sport_2Rifle                       2.6053     4.5653   0.571
## user_current_sport_2Rowing                     -1.4148     4.3850  -0.323
## user_current_sport_2Rugby                       0.6701     6.0518   0.111
## user_current_sport_2Sailing                    -3.1476     4.9320  -0.638
## user_current_sport_2Skateboarding              -4.4886     6.0342  -0.744
## user_current_sport_2Skipped                    -2.3615     4.2736  -0.553
## user_current_sport_2Snowboarding boardercross  -5.0803     7.3975  -0.687
## user_current_sport_2Soccer                     -0.9370     4.2743  -0.219
## user_current_sport_2Softball                   -0.9746     4.2820  -0.228
## user_current_sport_2Swimming                   -2.4192     4.3159  -0.561
## user_current_sport_2Tennis                     -0.3723     4.3025  -0.087
## user_current_sport_2Track & Field              -1.4092     4.3029  -0.327
## user_current_sport_2Ultimate Frisbee           -9.5949     7.3891  -1.299
## user_current_sport_2Volleyball                 -0.5950     4.2738  -0.139
## user_current_sport_2Water Polo                 -2.7325     4.2868  -0.637
## user_current_sport_2Wrestling                  -2.6666     4.2780  -0.623
## user_current_sport_2X-Country                  -1.6613     4.2984  -0.386
##                                               Pr(>|t|)    
## (Intercept)                                   2.94e-07 ***
## user_age_2                                     < 2e-16 ***
## org_name_2Aiea High School                      0.3510    
## org_name_2Anuenue Schools                       0.2678    
## org_name_2Assets School                         0.8549    
## org_name_2Baldwin High School                   0.0724 .  
## org_name_2Campbell High School                  0.2745    
## org_name_2Castle High School                    0.1374    
## org_name_2Christian Academy                     0.1840    
## org_name_2Damien Memorial School                0.1236    
## org_name_2Farrington High School                0.2678    
## org_name_2Hana High School                      0.4590    
## org_name_2Hanalani School                       0.0755 .  
## org_name_2Hawaii Baptist Academy                0.0550 .  
## org_name_2Hilo High School                      0.1301    
## org_name_2Honokaa High School                   0.3413    
## org_name_2Honolulu Waldorf School               0.5669    
## org_name_2Iolani School                         0.0217 *  
## org_name_2Island Pacific Academy                0.0653 .  
## org_name_2Kahuku High  School                   0.1021    
## org_name_2Kailua High School                    0.1037    
## org_name_2Kaimuki High School                   0.2698    
## org_name_2Kaiser High School                    0.0532 .  
## org_name_2Kalaheo High School                   0.1274    
## org_name_2Kalani High School                    0.0237 *  
## org_name_2Kapaa High School                     0.2087    
## org_name_2Kapolei High School                   0.1404    
## org_name_2Kau High School                       0.7855    
## org_name_2Kauai High School                     0.1863    
## org_name_2Keaau High School                     0.3154    
## org_name_2Kealakehe High School                 0.1092    
## org_name_2King Kekaulike High School            0.1545    
## org_name_2Kohala High School                    0.6275    
## org_name_2Konawaena High School                 0.1876    
## org_name_2La Pietra                             0.4516    
## org_name_2Lahainaluna High School               0.2191    
## org_name_2Lanai High School                     0.1605    
## org_name_2Lanakila High School                  0.4783    
## org_name_2Le Jardin Academy                     0.1565    
## org_name_2Leilehua High School                  0.1120    
## org_name_2Lutheran School                       0.1800    
## org_name_2Maui High School                      0.1634    
## org_name_2McKinley High School                  0.0817 .  
## org_name_2Mid Pacific Institute                 0.2552    
## org_name_2Mililani High School                  0.1228    
## org_name_2Moanalua High School                  0.0378 *  
## org_name_2Molokai                               0.2371    
## org_name_2Nanakuli High School                  0.5503    
## org_name_2Pacific Buddhist Academy              0.0799 .  
## org_name_2Pahoa High School                     0.4136    
## org_name_2Pearl City High School                0.2439    
## org_name_2Radford High School                   0.0719 .  
## org_name_2Roosevelt High School                 0.0735 .  
## org_name_2Sacred Hearts Academy                 0.1602    
## org_name_2St Andrews Priory                     0.1179    
## org_name_2St Francis                            0.1472    
## org_name_2St Louis School                       0.1153    
## org_name_2University Lab School                 0.2295    
## org_name_2Waiakea High School                   0.1511    
## org_name_2Waialua High School                   0.2610    
## org_name_2Waianae High School                   0.3080    
## org_name_2Waimea High School                    0.3280    
## org_name_2Waipahu High School                   0.1639    
## user_current_sport_2Baseball                    0.6386    
## user_current_sport_2Basketball                  0.7816    
## user_current_sport_2Boating Related             0.9650    
## user_current_sport_2Bowling                     0.8923    
## user_current_sport_2Boxing                      0.6687    
## user_current_sport_2Bull Riding                 0.4868    
## user_current_sport_2Cheerleading                0.6985    
## user_current_sport_2Dance                       0.9696    
## user_current_sport_2Diving                      0.4329    
## user_current_sport_2Fencing                     0.2928    
## user_current_sport_2Field Hockey                0.0871 .  
## user_current_sport_2Football                    0.3703    
## user_current_sport_2Football Freshman           0.3273    
## user_current_sport_2Football Junior Varsity     0.2751    
## user_current_sport_2Football Middle School      0.2963    
## user_current_sport_2Football Varsity            0.4518    
## user_current_sport_2Golf                        0.8617    
## user_current_sport_2Gymnastics                  0.8767    
## user_current_sport_2Ice Hockey                  0.6834    
## user_current_sport_2Martial Arts                0.7068    
## user_current_sport_2Motorsports                 0.9322    
## user_current_sport_2Paddling                    0.6379    
## user_current_sport_2Rifle                       0.5682    
## user_current_sport_2Rowing                      0.7470    
## user_current_sport_2Rugby                       0.9118    
## user_current_sport_2Sailing                     0.5234    
## user_current_sport_2Skateboarding               0.4570    
## user_current_sport_2Skipped                     0.5806    
## user_current_sport_2Snowboarding boardercross   0.4923    
## user_current_sport_2Soccer                      0.8265    
## user_current_sport_2Softball                    0.8200    
## user_current_sport_2Swimming                    0.5751    
## user_current_sport_2Tennis                      0.9311    
## user_current_sport_2Track & Field               0.7433    
## user_current_sport_2Ultimate Frisbee            0.1941    
## user_current_sport_2Volleyball                  0.8893    
## user_current_sport_2Water Polo                  0.5239    
## user_current_sport_2Wrestling                   0.5331    
## user_current_sport_2X-Country                   0.6991    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.019 on 14042 degrees of freedom
##   (4251 observations deleted due to missingness)
## Multiple R-squared:  0.09068,    Adjusted R-squared:  0.08414 
## F-statistic: 13.87 on 101 and 14042 DF,  p-value: < 2.2e-16

Score Increase Model

## 
## Call:
## lm(formula = visual_motor_diff ~ user_age_2 + org_name_2 + user_current_sport_2, 
##     data = baseline_final)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -7.529 -2.922 -0.641  2.144 32.045 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                    3.49936    3.64432   0.960
## user_age_2                                    -0.10921    0.03216  -3.396
## org_name_2Aiea High School                     1.95127    2.30561   0.846
## org_name_2Anuenue Schools                      1.99449    2.32998   0.856
## org_name_2Assets School                        2.26650    2.36957   0.957
## org_name_2Baldwin High School                  1.97883    2.33133   0.849
## org_name_2Campbell High School                 1.81978    2.29653   0.792
## org_name_2Castle High School                   2.16006    2.29231   0.942
## org_name_2Christian Academy                    1.95164    2.34450   0.832
## org_name_2Damien Memorial School               2.34295    2.29197   1.022
## org_name_2Farrington High School               2.02376    2.29088   0.883
## org_name_2Hana High School                     2.47351    2.35969   1.048
## org_name_2Hanalani School                      2.67025    2.30338   1.159
## org_name_2Hawaii Baptist Academy               2.28535    2.29288   0.997
## org_name_2Hilo High School                     1.60843    2.30060   0.699
## org_name_2Honokaa High School                  1.98763    2.30638   0.862
## org_name_2Honolulu Waldorf School              3.15434    2.46728   1.278
## org_name_2Iolani School                        2.94254    2.28771   1.286
## org_name_2Island Pacific Academy               3.79485    2.33495   1.625
## org_name_2Kahuku High  School                  1.82625    2.29239   0.797
## org_name_2Kailua High School                   2.26174    2.29911   0.984
## org_name_2Kaimuki High School                  2.28493    2.30141   0.993
## org_name_2Kaiser High School                   2.44487    2.29409   1.066
## org_name_2Kalaheo High School                  1.69012    2.29421   0.737
## org_name_2Kalani High School                   2.22518    2.29034   0.972
## org_name_2Kapaa High School                    2.34987    2.29172   1.025
## org_name_2Kapolei High School                  1.89722    2.29698   0.826
## org_name_2Kau High School                      1.38689    2.37634   0.584
## org_name_2Kauai High School                    2.36090    2.29393   1.029
## org_name_2Keaau High School                    1.89158    2.29451   0.824
## org_name_2Kealakehe High School                1.30868    2.28945   0.572
## org_name_2King Kekaulike High School           1.96973    2.29590   0.858
## org_name_2Kohala High School                   1.85898    3.01684   0.616
## org_name_2Konawaena High School                1.27758    2.31084   0.553
## org_name_2La Pietra                            2.05977    2.31433   0.890
## org_name_2Lahainaluna High School              1.79915    2.29859   0.783
## org_name_2Lanai High School                    1.87349    2.37156   0.790
## org_name_2Lanakila High School                 1.83147    2.37049   0.773
## org_name_2Le Jardin Academy                    2.30474    2.30851   0.998
## org_name_2Leilehua High School                 1.80319    2.29053   0.787
## org_name_2Lutheran School                      1.87835    2.57790   0.729
## org_name_2Maui High School                     1.89977    2.29661   0.827
## org_name_2McKinley High School                 1.66167    2.29391   0.724
## org_name_2Mid Pacific Institute                2.48624    2.28796   1.087
## org_name_2Mililani High School                 1.90322    2.28899   0.831
## org_name_2Moanalua High School                 2.15634    2.29545   0.939
## org_name_2Molokai                              2.83693    2.38921   1.187
## org_name_2Nanakuli High School                 1.92689    2.31016   0.834
## org_name_2Pacific Buddhist Academy             1.83779    2.45880   0.747
## org_name_2Pahoa High School                    2.10213    2.37239   0.886
## org_name_2Pearl City High School               2.15666    2.28931   0.942
## org_name_2Radford High School                  2.65007    2.30014   1.152
## org_name_2Roosevelt High School                3.45854    2.29838   1.505
## org_name_2Sacred Hearts Academy                1.97057    2.29759   0.858
## org_name_2St Andrews Priory                    1.95039    2.32966   0.837
## org_name_2St Francis                           2.08511    2.30532   0.904
## org_name_2St Louis School                      1.47249    2.30524   0.639
## org_name_2University Lab School                2.77191    2.29625   1.207
## org_name_2Waiakea High School                  2.14210    2.31296   0.926
## org_name_2Waialua High School                  1.92224    2.29721   0.837
## org_name_2Waianae High School                  1.78821    2.31552   0.772
## org_name_2Waimea High School                   1.98911    2.29761   0.866
## org_name_2Waipahu High School                  1.39558    2.32972   0.599
## user_current_sport_2Baseball                   1.50141    2.80154   0.536
## user_current_sport_2Basketball                 1.68158    2.79921   0.601
## user_current_sport_2Boating Related            1.19293    2.90263   0.411
## user_current_sport_2Bowling                    1.45947    2.89226   0.505
## user_current_sport_2Boxing                     2.67616    3.94750   0.678
## user_current_sport_2Bull Riding               -0.03136    3.95900  -0.008
## user_current_sport_2Cheerleading               1.38539    2.80272   0.494
## user_current_sport_2Dance                      0.70809    3.41603   0.207
## user_current_sport_2Diving                     2.83250    3.42019   0.828
## user_current_sport_2Fencing                   -2.39450    4.83693  -0.495
## user_current_sport_2Field Hockey               2.64673    4.84826   0.546
## user_current_sport_2Football                   1.65450    2.79962   0.591
## user_current_sport_2Football Freshman          1.25137    2.84733   0.439
## user_current_sport_2Football Junior Varsity    0.71175    2.81963   0.252
## user_current_sport_2Football Middle School     0.68326    2.94887   0.232
## user_current_sport_2Football Varsity           1.57671    2.80050   0.563
## user_current_sport_2Golf                       1.91852    2.88088   0.666
## user_current_sport_2Gymnastics                 0.85523    3.30571   0.259
## user_current_sport_2Ice Hockey                 0.82800    3.97590   0.208
## user_current_sport_2Martial Arts               1.21743    2.80576   0.434
## user_current_sport_2Motorsports                3.49094    4.83430   0.722
## user_current_sport_2Paddling                   1.95894    2.84449   0.689
## user_current_sport_2Rifle                      4.35934    2.98997   1.458
## user_current_sport_2Rowing                     0.37273    2.87191   0.130
## user_current_sport_2Rugby                      3.04929    3.96352   0.769
## user_current_sport_2Sailing                    0.88598    3.23017   0.274
## user_current_sport_2Skateboarding              0.71456    3.95200   0.181
## user_current_sport_2Skipped                    1.32833    2.79891   0.475
## user_current_sport_2Snowboarding boardercross  1.30372    4.84493   0.269
## user_current_sport_2Soccer                     1.54097    2.79939   0.550
## user_current_sport_2Softball                   1.42424    2.80443   0.508
## user_current_sport_2Swimming                   1.15953    2.82664   0.410
## user_current_sport_2Tennis                     0.91518    2.81786   0.325
## user_current_sport_2Track & Field              1.81277    2.81811   0.643
## user_current_sport_2Ultimate Frisbee          -0.73274    4.83943  -0.151
## user_current_sport_2Volleyball                 1.59374    2.79905   0.569
## user_current_sport_2Water Polo                 1.08673    2.80761   0.387
## user_current_sport_2Wrestling                  1.43930    2.80185   0.514
## user_current_sport_2X-Country                  1.53904    2.81517   0.547
##                                               Pr(>|t|)    
## (Intercept)                                   0.336959    
## user_age_2                                    0.000685 ***
## org_name_2Aiea High School                    0.397392    
## org_name_2Anuenue Schools                     0.392007    
## org_name_2Assets School                       0.338836    
## org_name_2Baldwin High School                 0.396007    
## org_name_2Campbell High School                0.428137    
## org_name_2Castle High School                  0.346051    
## org_name_2Christian Academy                   0.405179    
## org_name_2Damien Memorial School              0.306682    
## org_name_2Farrington High School              0.377037    
## org_name_2Hana High School                    0.294547    
## org_name_2Hanalani School                     0.246365    
## org_name_2Hawaii Baptist Academy              0.318920    
## org_name_2Hilo High School                    0.484481    
## org_name_2Honokaa High School                 0.388815    
## org_name_2Honolulu Waldorf School             0.201105    
## org_name_2Iolani School                       0.198381    
## org_name_2Island Pacific Academy              0.104135    
## org_name_2Kahuku High  School                 0.425665    
## org_name_2Kailua High School                  0.325257    
## org_name_2Kaimuki High School                 0.320806    
## org_name_2Kaiser High School                  0.286566    
## org_name_2Kalaheo High School                 0.461323    
## org_name_2Kalani High School                  0.331290    
## org_name_2Kapaa High School                   0.305204    
## org_name_2Kapolei High School                 0.408839    
## org_name_2Kau High School                     0.559482    
## org_name_2Kauai High School                   0.303406    
## org_name_2Keaau High School                   0.409732    
## org_name_2Kealakehe High School               0.567593    
## org_name_2King Kekaulike High School          0.390944    
## org_name_2Kohala High School                  0.537773    
## org_name_2Konawaena High School               0.580365    
## org_name_2La Pietra                           0.373477    
## org_name_2Lahainaluna High School             0.433806    
## org_name_2Lanai High School                   0.429552    
## org_name_2Lanakila High School                0.439767    
## org_name_2Le Jardin Academy                   0.318119    
## org_name_2Leilehua High School                0.431157    
## org_name_2Lutheran School                     0.466237    
## org_name_2Maui High School                    0.408136    
## org_name_2McKinley High School                0.468843    
## org_name_2Mid Pacific Institute               0.277205    
## org_name_2Mililani High School                0.405724    
## org_name_2Moanalua High School                0.347544    
## org_name_2Molokai                             0.235094    
## org_name_2Nanakuli High School                0.404244    
## org_name_2Pacific Buddhist Academy            0.454813    
## org_name_2Pahoa High School                   0.375589    
## org_name_2Pearl City High School              0.346179    
## org_name_2Radford High School                 0.249287    
## org_name_2Roosevelt High School               0.132406    
## org_name_2Sacred Hearts Academy               0.391090    
## org_name_2St Andrews Priory                   0.402495    
## org_name_2St Francis                          0.365757    
## org_name_2St Louis School                     0.522991    
## org_name_2University Lab School               0.227396    
## org_name_2Waiakea High School                 0.354395    
## org_name_2Waialua High School                 0.402735    
## org_name_2Waianae High School                 0.439967    
## org_name_2Waimea High School                  0.386654    
## org_name_2Waipahu High School                 0.549162    
## user_current_sport_2Baseball                  0.592020    
## user_current_sport_2Basketball                0.548026    
## user_current_sport_2Boating Related           0.681091    
## user_current_sport_2Bowling                   0.613838    
## user_current_sport_2Boxing                    0.497822    
## user_current_sport_2Bull Riding               0.993679    
## user_current_sport_2Cheerleading              0.621100    
## user_current_sport_2Dance                     0.835792    
## user_current_sport_2Diving                    0.407589    
## user_current_sport_2Fencing                   0.620576    
## user_current_sport_2Field Hockey              0.585135    
## user_current_sport_2Football                  0.554548    
## user_current_sport_2Football Freshman         0.660314    
## user_current_sport_2Football Junior Varsity   0.800716    
## user_current_sport_2Football Middle School    0.816773    
## user_current_sport_2Football Varsity          0.573438    
## user_current_sport_2Golf                      0.505454    
## user_current_sport_2Gymnastics                0.795860    
## user_current_sport_2Ice Hockey                0.835034    
## user_current_sport_2Martial Arts              0.664365    
## user_current_sport_2Motorsports               0.470233    
## user_current_sport_2Paddling                  0.491036    
## user_current_sport_2Rifle                     0.144866    
## user_current_sport_2Rowing                    0.896740    
## user_current_sport_2Rugby                     0.441705    
## user_current_sport_2Sailing                   0.783871    
## user_current_sport_2Skateboarding             0.856519    
## user_current_sport_2Skipped                   0.635089    
## user_current_sport_2Snowboarding boardercross 0.787865    
## user_current_sport_2Soccer                    0.582008    
## user_current_sport_2Softball                  0.611564    
## user_current_sport_2Swimming                  0.681656    
## user_current_sport_2Tennis                    0.745354    
## user_current_sport_2Track & Field             0.520069    
## user_current_sport_2Ultimate Frisbee          0.879653    
## user_current_sport_2Volleyball                0.569102    
## user_current_sport_2Water Polo                0.698713    
## user_current_sport_2Wrestling                 0.607473    
## user_current_sport_2X-Country                 0.584597    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.942 on 14042 degrees of freedom
##   (4251 observations deleted due to missingness)
## Multiple R-squared:  0.01696,    Adjusted R-squared:  0.009891 
## F-statistic: 2.399 on 101 and 14042 DF,  p-value: 1.828e-13

Impulse Control

Baseline 1 Model

## 
## Call:
## lm(formula = user_impulse_control_composite_score_1 ~ user_age_1 + 
##     org_name_1 + user_current_sport_1, data = baseline_final)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -10.307  -3.816  -1.043   2.671  20.997 
## 
## Coefficients:
##                                             Estimate Std. Error t value
## (Intercept)                                 13.98757    6.20018   2.256
## user_age_1                                  -0.34097    0.05870  -5.808
## org_name_1Aiea High School                  -0.28387    3.10960  -0.091
## org_name_1Anuenue Schools                    0.90390    3.15233   0.287
## org_name_1Assets School                      0.94231    3.28717   0.287
## org_name_1Baldwin High School                0.41013    3.17276   0.129
## org_name_1Campbell High School              -0.21310    3.08961  -0.069
## org_name_1Castle High School                 1.05235    3.08238   0.341
## org_name_1Christian Academy                 -0.09749    3.20698  -0.030
## org_name_1Damien Memorial School             1.06102    3.08290   0.344
## org_name_1Farrington High School             0.46316    3.07999   0.150
## org_name_1Hana High School                  -0.86740    3.23677  -0.268
## org_name_1Hanalani School                    1.90096    3.11351   0.611
## org_name_1Hawaii Baptist Academy             0.36204    3.08740   0.117
## org_name_1Hilo High School                   0.79229    3.10178   0.255
## org_name_1Honokaa High School                0.92473    3.11539   0.297
## org_name_1Honolulu Waldorf School            0.40117    3.54038   0.113
## org_name_1Iolani School                      0.44716    3.07748   0.145
## org_name_1Island Pacific Academy             1.58882    3.16620   0.502
## org_name_1Kahuku High  School                0.36057    3.08288   0.117
## org_name_1Kailua High School                 1.56369    3.09786   0.505
## org_name_1Kaimuki High School                0.96660    3.10141   0.312
## org_name_1Kaiser High School                 0.74315    3.08540   0.241
## org_name_1Kalaheo High School                0.33664    3.08751   0.109
## org_name_1Kalani High School                 0.42877    3.07944   0.139
## org_name_1Kapaa High School                  0.33061    3.08391   0.107
## org_name_1Kapolei High School                0.16266    3.09055   0.053
## org_name_1Kau High School                    3.84091    3.23742   1.186
## org_name_1Kauai High School                  1.40084    3.08657   0.454
## org_name_1Keaau High School                  0.88219    3.08587   0.286
## org_name_1Kealakehe High School             -0.22532    3.07828  -0.073
## org_name_1King Kekaulike High School         0.76907    3.09027   0.249
## org_name_1Kohala High School                 3.42223    4.86593   0.703
## org_name_1Konawaena High School              0.72872    3.12286   0.233
## org_name_1La Pietra                          2.07113    3.13198   0.661
## org_name_1Lahainaluna High School            0.26209    3.10010   0.085
## org_name_1Lanai High School                  1.43756    3.22462   0.446
## org_name_1Lanakila High School               0.63781    3.27969   0.194
## org_name_1Le Jardin Academy                  0.54126    3.12748   0.173
## org_name_1Leilehua High School               1.19144    3.08017   0.387
## org_name_1Lutheran School                    1.30218    3.59456   0.362
## org_name_1Maui High School                   0.25841    3.09240   0.084
## org_name_1McKinley High School               1.48696    3.09106   0.481
## org_name_1Mid Pacific Institute              0.45853    3.07490   0.149
## org_name_1Mililani High School               0.90264    3.07559   0.293
## org_name_1Moanalua High School               0.36941    3.09222   0.119
## org_name_1Molokai                            1.52507    3.25994   0.468
## org_name_1Nanakuli High School               1.11575    3.11637   0.358
## org_name_1Pacific Buddhist Academy           1.19273    3.46686   0.344
## org_name_1Pahoa High School                  0.69622    3.26681   0.213
## org_name_1Pearl City High School             0.46948    3.07679   0.153
## org_name_1Radford High School                0.81325    3.10436   0.262
## org_name_1Roosevelt High School             -0.11055    3.09387  -0.036
## org_name_1Sacred Hearts Academy              0.44507    3.09661   0.144
## org_name_1St Andrews Priory                  1.11004    3.16120   0.351
## org_name_1St Francis                        -0.43563    3.11545  -0.140
## org_name_1St Louis School                    0.20974    3.10717   0.068
## org_name_1University Lab School              2.34599    3.09402   0.758
## org_name_1Waiakea High School                1.66711    3.12420   0.534
## org_name_1Waialua High School                0.77034    3.09521   0.249
## org_name_1Waianae High School                1.10498    3.13778   0.352
## org_name_1Waimea High School                 0.10009    3.09950   0.032
## org_name_1Waipahu High School               -0.62795    3.17768  -0.198
## user_current_sport_1Baseball                -0.55032    5.32884  -0.103
## user_current_sport_1Basketball              -0.76669    5.32521  -0.144
## user_current_sport_1Boating Related          0.36885    5.45971   0.068
## user_current_sport_1Bowling                 -1.47659    6.15619  -0.240
## user_current_sport_1Boxing                  -3.58064    5.81607  -0.616
## user_current_sport_1Bull Riding              0.33504    7.55356   0.044
## user_current_sport_1Cheerleading            -1.68890    5.32913  -0.317
## user_current_sport_1Dance                   -4.69917    5.82636  -0.807
## user_current_sport_1Equestrian Sports       -4.29706    7.72164  -0.556
## user_current_sport_1Fencing                 -0.35443    7.51951  -0.047
## user_current_sport_1Field Hockey            -1.33151    7.52027  -0.177
## user_current_sport_1Football                 0.35854    5.32638   0.067
## user_current_sport_1Football Freshman        0.57295    5.33145   0.107
## user_current_sport_1Football Junior Varsity  0.36644    5.32775   0.069
## user_current_sport_1Football Middle School   1.19225    5.40164   0.221
## user_current_sport_1Football Varsity        -0.30667    5.34315  -0.057
## user_current_sport_1Golf                    -0.06337    5.47911  -0.012
## user_current_sport_1Gymnastics               0.27744    5.55653   0.050
## user_current_sport_1Lacrosse                 7.30460    7.52018   0.971
## user_current_sport_1Martial Arts            -0.77528    5.33618  -0.145
## user_current_sport_1Paddling                 0.36278    5.50616   0.066
## user_current_sport_1Powerlifting            -3.99599    7.53080  -0.531
## user_current_sport_1Rifle                   -0.82951    6.49782  -0.128
## user_current_sport_1Rowing                   0.19804    5.44869   0.036
## user_current_sport_1Rugby                    3.46456    6.15829   0.563
## user_current_sport_1Sailing                 -2.74912    5.93891  -0.463
## user_current_sport_1Skateboarding           -1.51169    6.52086  -0.232
## user_current_sport_1Skipped                 -1.99985    5.37155  -0.372
## user_current_sport_1Snowboarding free ride  -0.09619    7.54087  -0.013
## user_current_sport_1Soccer                  -0.98190    5.32544  -0.184
## user_current_sport_1Softball                -1.51983    5.33009  -0.285
## user_current_sport_1Swimming                -1.67874    5.35822  -0.313
## user_current_sport_1Tennis                  -2.16519    5.35559  -0.404
## user_current_sport_1Track & Field            0.01661    5.36181   0.003
## user_current_sport_1Ultimate Frisbee         3.70193    7.52469   0.492
## user_current_sport_1Volleyball              -1.13203    5.32503  -0.213
## user_current_sport_1Water Polo              -0.67455    5.34297  -0.126
## user_current_sport_1Wrestling               -0.40059    5.33021  -0.075
## user_current_sport_1X-Country               -0.72158    5.35537  -0.135
##                                             Pr(>|t|)    
## (Intercept)                                   0.0241 *  
## user_age_1                                  6.53e-09 ***
## org_name_1Aiea High School                    0.9273    
## org_name_1Anuenue Schools                     0.7743    
## org_name_1Assets School                       0.7744    
## org_name_1Baldwin High School                 0.8971    
## org_name_1Campbell High School                0.9450    
## org_name_1Castle High School                  0.7328    
## org_name_1Christian Academy                   0.9758    
## org_name_1Damien Memorial School              0.7307    
## org_name_1Farrington High School              0.8805    
## org_name_1Hana High School                    0.7887    
## org_name_1Hanalani School                     0.5415    
## org_name_1Hawaii Baptist Academy              0.9067    
## org_name_1Hilo High School                    0.7984    
## org_name_1Honokaa High School                 0.7666    
## org_name_1Honolulu Waldorf School             0.9098    
## org_name_1Iolani School                       0.8845    
## org_name_1Island Pacific Academy              0.6158    
## org_name_1Kahuku High  School                 0.9069    
## org_name_1Kailua High School                  0.6137    
## org_name_1Kaimuki High School                 0.7553    
## org_name_1Kaiser High School                  0.8097    
## org_name_1Kalaheo High School                 0.9132    
## org_name_1Kalani High School                  0.8893    
## org_name_1Kapaa High School                   0.9146    
## org_name_1Kapolei High School                 0.9580    
## org_name_1Kau High School                     0.2355    
## org_name_1Kauai High School                   0.6499    
## org_name_1Keaau High School                   0.7750    
## org_name_1Kealakehe High School               0.9417    
## org_name_1King Kekaulike High School          0.8035    
## org_name_1Kohala High School                  0.4819    
## org_name_1Konawaena High School               0.8155    
## org_name_1La Pietra                           0.5084    
## org_name_1Lahainaluna High School             0.9326    
## org_name_1Lanai High School                   0.6557    
## org_name_1Lanakila High School                0.8458    
## org_name_1Le Jardin Academy                   0.8626    
## org_name_1Leilehua High School                0.6989    
## org_name_1Lutheran School                     0.7172    
## org_name_1Maui High School                    0.9334    
## org_name_1McKinley High School                0.6305    
## org_name_1Mid Pacific Institute               0.8815    
## org_name_1Mililani High School                0.7692    
## org_name_1Moanalua High School                0.9049    
## org_name_1Molokai                             0.6399    
## org_name_1Nanakuli High School                0.7203    
## org_name_1Pacific Buddhist Academy            0.7308    
## org_name_1Pahoa High School                   0.8312    
## org_name_1Pearl City High School              0.8787    
## org_name_1Radford High School                 0.7933    
## org_name_1Roosevelt High School               0.9715    
## org_name_1Sacred Hearts Academy               0.8857    
## org_name_1St Andrews Priory                   0.7255    
## org_name_1St Francis                          0.8888    
## org_name_1St Louis School                     0.9462    
## org_name_1University Lab School               0.4483    
## org_name_1Waiakea High School                 0.5936    
## org_name_1Waialua High School                 0.8035    
## org_name_1Waianae High School                 0.7247    
## org_name_1Waimea High School                  0.9742    
## org_name_1Waipahu High School                 0.8434    
## user_current_sport_1Baseball                  0.9177    
## user_current_sport_1Basketball                0.8855    
## user_current_sport_1Boating Related           0.9461    
## user_current_sport_1Bowling                   0.8104    
## user_current_sport_1Boxing                    0.5381    
## user_current_sport_1Bull Riding               0.9646    
## user_current_sport_1Cheerleading              0.7513    
## user_current_sport_1Dance                     0.4200    
## user_current_sport_1Equestrian Sports         0.5779    
## user_current_sport_1Fencing                   0.9624    
## user_current_sport_1Field Hockey              0.8595    
## user_current_sport_1Football                  0.9463    
## user_current_sport_1Football Freshman         0.9144    
## user_current_sport_1Football Junior Varsity   0.9452    
## user_current_sport_1Football Middle School    0.8253    
## user_current_sport_1Football Varsity          0.9542    
## user_current_sport_1Golf                      0.9908    
## user_current_sport_1Gymnastics                0.9602    
## user_current_sport_1Lacrosse                  0.3314    
## user_current_sport_1Martial Arts              0.8845    
## user_current_sport_1Paddling                  0.9475    
## user_current_sport_1Powerlifting              0.5957    
## user_current_sport_1Rifle                     0.8984    
## user_current_sport_1Rowing                    0.9710    
## user_current_sport_1Rugby                     0.5737    
## user_current_sport_1Sailing                   0.6434    
## user_current_sport_1Skateboarding             0.8167    
## user_current_sport_1Skipped                   0.7097    
## user_current_sport_1Snowboarding free ride    0.9898    
## user_current_sport_1Soccer                    0.8537    
## user_current_sport_1Softball                  0.7755    
## user_current_sport_1Swimming                  0.7541    
## user_current_sport_1Tennis                    0.6860    
## user_current_sport_1Track & Field             0.9975    
## user_current_sport_1Ultimate Frisbee          0.6228    
## user_current_sport_1Volleyball                0.8317    
## user_current_sport_1Water Polo                0.8995    
## user_current_sport_1Wrestling                 0.9401    
## user_current_sport_1X-Country                 0.8928    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.305 on 8761 degrees of freedom
##   (9532 observations deleted due to missingness)
## Multiple R-squared:  0.0339, Adjusted R-squared:  0.02276 
## F-statistic: 3.044 on 101 and 8761 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_impulse_control_composite_score_2 ~ user_age_2 + 
##     org_name_2 + user_current_sport_2, data = baseline_final)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -7.099 -2.562 -0.659  1.734 21.295 
## 
## Coefficients:
##                                                Estimate Std. Error t value
## (Intercept)                                    7.937590   2.141656   3.706
## user_age_2                                    -0.189809   0.037121  -5.113
## org_name_2Aiea High School                    -0.748778   2.107752  -0.355
## org_name_2Anuenue Schools                     -0.174844   2.135773  -0.082
## org_name_2Assets School                       -0.481249   2.226543  -0.216
## org_name_2Baldwin High School                 -0.526604   2.149958  -0.245
## org_name_2Campbell High School                -0.739162   2.094555  -0.353
## org_name_2Castle High School                  -0.213364   2.089157  -0.102
## org_name_2Christian Academy                   -0.146589   2.154667  -0.068
## org_name_2Damien Memorial School              -0.070872   2.088532  -0.034
## org_name_2Farrington High School              -0.367042   2.087353  -0.176
## org_name_2Hana High School                    -1.058120   2.184970  -0.484
## org_name_2Hanalani School                      0.468391   2.109488   0.222
## org_name_2Hawaii Baptist Academy              -0.388566   2.090419  -0.186
## org_name_2Hilo High School                    -0.243217   2.102547  -0.116
## org_name_2Honokaa High School                  0.467228   2.110924   0.221
## org_name_2Honolulu Waldorf School             -0.844028   2.395865  -0.352
## org_name_2Iolani School                       -0.054882   2.084077  -0.026
## org_name_2Island Pacific Academy               0.290985   2.146419   0.136
## org_name_2Kahuku High  School                 -0.470425   2.088530  -0.225
## org_name_2Kailua High School                   0.270401   2.100818   0.129
## org_name_2Kaimuki High School                 -0.103995   2.101951  -0.049
## org_name_2Kaiser High School                   0.057137   2.091839   0.027
## org_name_2Kalaheo High School                 -0.290509   2.092279  -0.139
## org_name_2Kalani High School                  -0.030941   2.087336  -0.015
## org_name_2Kapaa High School                   -0.208095   2.090354  -0.100
## org_name_2Kapolei High School                 -0.310359   2.095000  -0.148
## org_name_2Kau High School                      1.687399   2.189314   0.771
## org_name_2Kauai High School                    0.389734   2.091907   0.186
## org_name_2Keaau High School                   -0.430803   2.092401  -0.206
## org_name_2Kealakehe High School               -0.642290   2.086205  -0.308
## org_name_2King Kekaulike High School          -0.097541   2.094643  -0.047
## org_name_2Kohala High School                  -2.267772   3.274550  -0.693
## org_name_2Konawaena High School               -0.171434   2.116106  -0.081
## org_name_2La Pietra                            0.317145   2.122437   0.149
## org_name_2Lahainaluna High School             -0.138988   2.101310  -0.066
## org_name_2Lanai High School                    0.346627   2.185029   0.159
## org_name_2Lanakila High School                -0.479577   2.213941  -0.217
## org_name_2Le Jardin Academy                    0.338771   2.118600   0.160
## org_name_2Leilehua High School                 0.126015   2.088126   0.060
## org_name_2Lutheran School                     -0.198746   2.434926  -0.082
## org_name_2Maui High School                    -0.560147   2.096593  -0.267
## org_name_2McKinley High School                 0.181290   2.095196   0.087
## org_name_2Mid Pacific Institute               -0.039772   2.082529  -0.019
## org_name_2Mililani High School                 0.110792   2.084944   0.053
## org_name_2Moanalua High School                 0.052079   2.095709   0.025
## org_name_2Molokai                              1.154610   2.210406   0.522
## org_name_2Nanakuli High School                 0.205876   2.112152   0.097
## org_name_2Pacific Buddhist Academy             0.375520   2.369823   0.158
## org_name_2Pahoa High School                   -0.025266   2.214326  -0.011
## org_name_2Pearl City High School              -0.310072   2.085760  -0.149
## org_name_2Radford High School                 -0.176084   2.103887  -0.084
## org_name_2Roosevelt High School               -0.639770   2.097388  -0.305
## org_name_2Sacred Hearts Academy               -0.378427   2.096671  -0.180
## org_name_2St Andrews Priory                    0.259069   2.140246   0.121
## org_name_2St Francis                          -0.263707   2.109386  -0.125
## org_name_2St Louis School                     -0.496133   2.105543  -0.236
## org_name_2University Lab School                0.805968   2.094059   0.385
## org_name_2Waiakea High School                  0.607979   2.117546   0.287
## org_name_2Waialua High School                  0.055089   2.098217   0.026
## org_name_2Waianae High School                  0.898862   2.125483   0.423
## org_name_2Waimea High School                  -0.471545   2.100995  -0.224
## org_name_2Waipahu High School                 -0.562656   2.155716  -0.261
## user_current_sport_2Basketball                 0.096957   0.199424   0.486
## user_current_sport_2Boating Related            0.699235   0.868735   0.805
## user_current_sport_2Bowling                    0.550783   0.897398   0.614
## user_current_sport_2Boxing                     1.251345   3.600182   0.348
## user_current_sport_2Cheerleading              -0.572643   0.251896  -2.273
## user_current_sport_2Dance                     -3.204864   2.547143  -1.258
## user_current_sport_2Diving                    -0.329721   1.802889  -0.183
## user_current_sport_2Equestrian Sports         -2.626045   3.775954  -0.695
## user_current_sport_2Fencing                   -3.845764   3.586746  -1.072
## user_current_sport_2Field Hockey              -1.779654   2.544571  -0.699
## user_current_sport_2Football                   0.653441   0.195018   3.351
## user_current_sport_2Football Freshman          0.845851   0.642171   1.317
## user_current_sport_2Football Junior Varsity    0.299718   0.399916   0.749
## user_current_sport_2Football Middle School     0.512962   1.053956   0.487
## user_current_sport_2Football Varsity           0.511384   0.209945   2.436
## user_current_sport_2Golf                      -0.758075   0.805682  -0.941
## user_current_sport_2Gymnastics                -0.494034   2.542977  -0.194
## user_current_sport_2Martial Arts               0.605452   0.285241   2.123
## user_current_sport_2Motorsports                9.871727   3.600922   2.741
## user_current_sport_2Paddling                   0.008694   0.594578   0.015
## user_current_sport_2Rifle                     -1.656820   1.156892  -1.432
## user_current_sport_2Rowing                     2.243590   0.845001   2.655
## user_current_sport_2Rugby                      1.458858   2.562988   0.569
## user_current_sport_2Sailing                   -0.710681   1.626741  -0.437
## user_current_sport_2Skipped                   -0.350470   0.210042  -1.669
## user_current_sport_2Snowboarding boardercross -0.326747   2.562581  -0.128
## user_current_sport_2Soccer                    -0.061617   0.194061  -0.318
## user_current_sport_2Softball                  -0.286230   0.265815  -1.077
## user_current_sport_2Swimming                  -0.385782   0.540827  -0.713
## user_current_sport_2Tennis                    -0.861541   0.462434  -1.863
## user_current_sport_2Track & Field             -0.031222   0.427789  -0.073
## user_current_sport_2Ultimate Frisbee           6.340348   3.590330   1.766
## user_current_sport_2Volleyball                -0.066261   0.199085  -0.333
## user_current_sport_2Water Polo                 0.259615   0.312080   0.832
## user_current_sport_2Wrestling                  0.306363   0.232594   1.317
## user_current_sport_2X-Country                  0.044247   0.410197   0.108
##                                               Pr(>|t|)    
## (Intercept)                                   0.000212 ***
## user_age_2                                    3.23e-07 ***
## org_name_2Aiea High School                    0.722411    
## org_name_2Anuenue Schools                     0.934756    
## org_name_2Assets School                       0.828882    
## org_name_2Baldwin High School                 0.806511    
## org_name_2Campbell High School                0.724174    
## org_name_2Castle High School                  0.918656    
## org_name_2Christian Academy                   0.945761    
## org_name_2Damien Memorial School              0.972931    
## org_name_2Farrington High School              0.860423    
## org_name_2Hana High School                    0.628205    
## org_name_2Hanalani School                     0.824288    
## org_name_2Hawaii Baptist Academy              0.852544    
## org_name_2Hilo High School                    0.907911    
## org_name_2Honokaa High School                 0.824834    
## org_name_2Honolulu Waldorf School             0.724633    
## org_name_2Iolani School                       0.978992    
## org_name_2Island Pacific Academy              0.892166    
## org_name_2Kahuku High  School                 0.821796    
## org_name_2Kailua High School                  0.897588    
## org_name_2Kaimuki High School                 0.960541    
## org_name_2Kaiser High School                  0.978210    
## org_name_2Kalaheo High School                 0.889573    
## org_name_2Kalani High School                  0.988174    
## org_name_2Kapaa High School                   0.920704    
## org_name_2Kapolei High School                 0.882234    
## org_name_2Kau High School                     0.440880    
## org_name_2Kauai High School                   0.852210    
## org_name_2Keaau High School                   0.836882    
## org_name_2Kealakehe High School               0.758185    
## org_name_2King Kekaulike High School          0.962859    
## org_name_2Kohala High School                  0.488614    
## org_name_2Konawaena High School               0.935433    
## org_name_2La Pietra                           0.881222    
## org_name_2Lahainaluna High School             0.947265    
## org_name_2Lanai High School                   0.873958    
## org_name_2Lanakila High School                0.828512    
## org_name_2Le Jardin Academy                   0.872961    
## org_name_2Leilehua High School                0.951880    
## org_name_2Lutheran School                     0.934948    
## org_name_2Maui High School                    0.789344    
## org_name_2McKinley High School                0.931050    
## org_name_2Mid Pacific Institute               0.984763    
## org_name_2Mililani High School                0.957622    
## org_name_2Moanalua High School                0.980175    
## org_name_2Molokai                             0.601438    
## org_name_2Nanakuli High School                0.922354    
## org_name_2Pacific Buddhist Academy            0.874099    
## org_name_2Pahoa High School                   0.990897    
## org_name_2Pearl City High School              0.881824    
## org_name_2Radford High School                 0.933301    
## org_name_2Roosevelt High School               0.760349    
## org_name_2Sacred Hearts Academy               0.856772    
## org_name_2St Andrews Priory                   0.903657    
## org_name_2St Francis                          0.900514    
## org_name_2St Louis School                     0.813724    
## org_name_2University Lab School               0.700333    
## org_name_2Waiakea High School                 0.774031    
## org_name_2Waialua High School                 0.979054    
## org_name_2Waianae High School                 0.672380    
## org_name_2Waimea High School                  0.822421    
## org_name_2Waipahu High School                 0.794094    
## user_current_sport_2Basketball                0.626847    
## user_current_sport_2Boating Related           0.420906    
## user_current_sport_2Bowling                   0.539393    
## user_current_sport_2Boxing                    0.728165    
## user_current_sport_2Cheerleading              0.023030 *  
## user_current_sport_2Dance                     0.208346    
## user_current_sport_2Diving                    0.854893    
## user_current_sport_2Equestrian Sports         0.486782    
## user_current_sport_2Fencing                   0.283653    
## user_current_sport_2Field Hockey              0.484325    
## user_current_sport_2Football                  0.000810 ***
## user_current_sport_2Football Freshman         0.187814    
## user_current_sport_2Football Junior Varsity   0.453604    
## user_current_sport_2Football Middle School    0.626482    
## user_current_sport_2Football Varsity          0.014879 *  
## user_current_sport_2Golf                      0.346776    
## user_current_sport_2Gymnastics                0.845966    
## user_current_sport_2Martial Arts              0.033815 *  
## user_current_sport_2Motorsports               0.006129 ** 
## user_current_sport_2Paddling                  0.988334    
## user_current_sport_2Rifle                     0.152142    
## user_current_sport_2Rowing                    0.007942 ** 
## user_current_sport_2Rugby                     0.569234    
## user_current_sport_2Sailing                   0.662213    
## user_current_sport_2Skipped                   0.095238 .  
## user_current_sport_2Snowboarding boardercross 0.898542    
## user_current_sport_2Soccer                    0.750861    
## user_current_sport_2Softball                  0.281598    
## user_current_sport_2Swimming                  0.475667    
## user_current_sport_2Tennis                    0.062487 .  
## user_current_sport_2Track & Field             0.941820    
## user_current_sport_2Ultimate Frisbee          0.077439 .  
## user_current_sport_2Volleyball                0.739274    
## user_current_sport_2Water Polo                0.405495    
## user_current_sport_2Wrestling                 0.187821    
## user_current_sport_2X-Country                 0.914103    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.578 on 8803 degrees of freedom
##   (9493 observations deleted due to missingness)
## Multiple R-squared:  0.02574,    Adjusted R-squared:  0.01489 
## F-statistic: 2.373 on 98 and 8803 DF,  p-value: 1.018e-12

Score Increase Model

## 
## Call:
## lm(formula = impulse_control_diff ~ user_age_2 + org_name_2 + 
##     user_current_sport_2, data = baseline_final)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -5.745 -2.618 -1.101  1.516 21.295 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                    3.80194    2.24216   1.696
## user_age_2                                    -0.04569    0.03886  -1.176
## org_name_2Aiea High School                     1.38872    2.20667   0.629
## org_name_2Anuenue Schools                      1.85839    2.23600   0.831
## org_name_2Assets School                        2.57008    2.33103   1.103
## org_name_2Baldwin High School                  1.63832    2.25085   0.728
## org_name_2Campbell High School                 1.32545    2.19285   0.604
## org_name_2Castle High School                   2.05325    2.18720   0.939
## org_name_2Christian Academy                    0.80046    2.25578   0.355
## org_name_2Damien Memorial School               2.08165    2.18654   0.952
## org_name_2Farrington High School               1.72033    2.18531   0.787
## org_name_2Hana High School                     1.30440    2.28751   0.570
## org_name_2Hanalani School                      2.38359    2.20848   1.079
## org_name_2Hawaii Baptist Academy               1.70538    2.18852   0.779
## org_name_2Hilo High School                     1.75327    2.20122   0.797
## org_name_2Honokaa High School                  1.32076    2.20999   0.598
## org_name_2Honolulu Waldorf School              2.19346    2.50830   0.874
## org_name_2Iolani School                        1.53433    2.18188   0.703
## org_name_2Island Pacific Academy               2.34993    2.24715   1.046
## org_name_2Kahuku High  School                  1.64338    2.18654   0.752
## org_name_2Kailua High School                   2.38727    2.19941   1.085
## org_name_2Kaimuki High School                  1.97028    2.20059   0.895
## org_name_2Kaiser High School                   1.73812    2.19001   0.794
## org_name_2Kalaheo High School                  1.39387    2.19047   0.636
## org_name_2Kalani High School                   1.37772    2.18529   0.630
## org_name_2Kapaa High School                    1.31878    2.18845   0.603
## org_name_2Kapolei High School                  1.48460    2.19332   0.677
## org_name_2Kau High School                      2.82469    2.29206   1.232
## org_name_2Kauai High School                    2.01233    2.19008   0.919
## org_name_2Keaau High School                    2.03891    2.19059   0.931
## org_name_2Kealakehe High School                0.96474    2.18411   0.442
## org_name_2King Kekaulike High School           1.67266    2.19294   0.763
## org_name_2Kohala High School                   5.65676    3.42822   1.650
## org_name_2Konawaena High School                1.63942    2.21541   0.740
## org_name_2La Pietra                            2.21847    2.22204   0.998
## org_name_2Lahainaluna High School              1.30503    2.19992   0.593
## org_name_2Lanai High School                    1.67511    2.28757   0.732
## org_name_2Lanakila High School                 2.13846    2.31784   0.923
## org_name_2Le Jardin Academy                    1.31371    2.21802   0.592
## org_name_2Leilehua High School                 1.92473    2.18612   0.880
## org_name_2Lutheran School                      2.54706    2.54919   0.999
## org_name_2Maui High School                     1.63445    2.19498   0.745
## org_name_2McKinley High School                 2.12376    2.19352   0.968
## org_name_2Mid Pacific Institute                1.45598    2.18026   0.668
## org_name_2Mililani High School                 1.58863    2.18279   0.728
## org_name_2Moanalua High School                 1.23455    2.19406   0.563
## org_name_2Molokai                              1.78083    2.31414   0.770
## org_name_2Nanakuli High School                 1.74351    2.21127   0.788
## org_name_2Pacific Buddhist Academy             2.51080    2.48104   1.012
## org_name_2Pahoa High School                    1.81194    2.31824   0.782
## org_name_2Pearl City High School               1.59068    2.18364   0.728
## org_name_2Radford High School                  1.92789    2.20262   0.875
## org_name_2Roosevelt High School                1.51837    2.19582   0.691
## org_name_2Sacred Hearts Academy                1.40775    2.19506   0.641
## org_name_2St Andrews Priory                    1.90213    2.24068   0.849
## org_name_2St Francis                           0.87352    2.20838   0.396
## org_name_2St Louis School                      1.51328    2.20435   0.686
## org_name_2University Lab School                2.56555    2.19233   1.170
## org_name_2Waiakea High School                  1.91032    2.21692   0.862
## org_name_2Waialua High School                  1.53871    2.19668   0.700
## org_name_2Waianae High School                  1.28081    2.22523   0.576
## org_name_2Waimea High School                   1.51344    2.19959   0.688
## org_name_2Waipahu High School                  0.88667    2.25688   0.393
## user_current_sport_2Basketball                -0.45392    0.20878  -2.174
## user_current_sport_2Boating Related           -0.81279    0.90950  -0.894
## user_current_sport_2Bowling                   -1.01348    0.93951  -1.079
## user_current_sport_2Boxing                    -2.54582    3.76913  -0.675
## user_current_sport_2Cheerleading              -0.68627    0.26372  -2.602
## user_current_sport_2Dance                     -3.14928    2.66668  -1.181
## user_current_sport_2Diving                     0.69117    1.88750   0.366
## user_current_sport_2Equestrian Sports         -1.40138    3.95315  -0.354
## user_current_sport_2Fencing                    2.39483    3.75507   0.638
## user_current_sport_2Field Hockey              -1.27684    2.66398  -0.479
## user_current_sport_2Football                   0.36195    0.20417   1.773
## user_current_sport_2Football Freshman          0.97182    0.67231   1.446
## user_current_sport_2Football Junior Varsity   -0.33082    0.41868  -0.790
## user_current_sport_2Football Middle School    -0.33468    1.10342  -0.303
## user_current_sport_2Football Varsity           0.04578    0.21980   0.208
## user_current_sport_2Golf                      -0.95401    0.84349  -1.131
## user_current_sport_2Gymnastics                 6.85113    2.66232   2.573
## user_current_sport_2Martial Arts              -0.31978    0.29863  -1.071
## user_current_sport_2Motorsports               -3.63720    3.76991  -0.965
## user_current_sport_2Paddling                   0.52169    0.62248   0.838
## user_current_sport_2Rifle                      1.19337    1.21118   0.985
## user_current_sport_2Rowing                    -0.62458    0.88466  -0.706
## user_current_sport_2Rugby                     -2.41565    2.68327  -0.900
## user_current_sport_2Sailing                   -0.14996    1.70308  -0.088
## user_current_sport_2Skipped                   -0.38609    0.21990  -1.756
## user_current_sport_2Snowboarding boardercross  0.50995    2.68284   0.190
## user_current_sport_2Soccer                    -0.55424    0.20317  -2.728
## user_current_sport_2Softball                  -0.56447    0.27829  -2.028
## user_current_sport_2Swimming                  -0.84490    0.56621  -1.492
## user_current_sport_2Tennis                    -1.15985    0.48414  -2.396
## user_current_sport_2Track & Field             -0.57192    0.44786  -1.277
## user_current_sport_2Ultimate Frisbee          -3.15544    3.75882  -0.839
## user_current_sport_2Volleyball                -0.54988    0.20843  -2.638
## user_current_sport_2Water Polo                -0.85753    0.32673  -2.625
## user_current_sport_2Wrestling                 -0.19679    0.24351  -0.808
## user_current_sport_2X-Country                 -0.53039    0.42945  -1.235
##                                               Pr(>|t|)   
## (Intercept)                                    0.08999 . 
## user_age_2                                     0.23972   
## org_name_2Aiea High School                     0.52915   
## org_name_2Anuenue Schools                      0.40593   
## org_name_2Assets School                        0.27025   
## org_name_2Baldwin High School                  0.46671   
## org_name_2Campbell High School                 0.54557   
## org_name_2Castle High School                   0.34788   
## org_name_2Christian Academy                    0.72271   
## org_name_2Damien Memorial School               0.34111   
## org_name_2Farrington High School               0.43117   
## org_name_2Hana High School                     0.56854   
## org_name_2Hanalani School                      0.28049   
## org_name_2Hawaii Baptist Academy               0.43586   
## org_name_2Hilo High School                     0.42576   
## org_name_2Honokaa High School                  0.55010   
## org_name_2Honolulu Waldorf School              0.38188   
## org_name_2Iolani School                        0.48194   
## org_name_2Island Pacific Academy               0.29571   
## org_name_2Kahuku High  School                  0.45232   
## org_name_2Kailua High School                   0.27777   
## org_name_2Kaimuki High School                  0.37063   
## org_name_2Kaiser High School                   0.42742   
## org_name_2Kalaheo High School                  0.52458   
## org_name_2Kalani High School                   0.52842   
## org_name_2Kapaa High School                    0.54679   
## org_name_2Kapolei High School                  0.49850   
## org_name_2Kau High School                      0.21784   
## org_name_2Kauai High School                    0.35820   
## org_name_2Keaau High School                    0.35200   
## org_name_2Kealakehe High School                0.65871   
## org_name_2King Kekaulike High School           0.44564   
## org_name_2Kohala High School                   0.09897 . 
## org_name_2Konawaena High School                0.45932   
## org_name_2La Pietra                            0.31812   
## org_name_2Lahainaluna High School              0.55305   
## org_name_2Lanai High School                    0.46403   
## org_name_2Lanakila High School                 0.35624   
## org_name_2Le Jardin Academy                    0.55367   
## org_name_2Leilehua High School                 0.37865   
## org_name_2Lutheran School                      0.31774   
## org_name_2Maui High School                     0.45651   
## org_name_2McKinley High School                 0.33297   
## org_name_2Mid Pacific Institute                0.50428   
## org_name_2Mililani High School                 0.46676   
## org_name_2Moanalua High School                 0.57367   
## org_name_2Molokai                              0.44159   
## org_name_2Nanakuli High School                 0.43045   
## org_name_2Pacific Buddhist Academy             0.31157   
## org_name_2Pahoa High School                    0.43447   
## org_name_2Pearl City High School               0.46636   
## org_name_2Radford High School                  0.38145   
## org_name_2Roosevelt High School                0.48928   
## org_name_2Sacred Hearts Academy                0.52133   
## org_name_2St Andrews Priory                    0.39596   
## org_name_2St Francis                           0.69245   
## org_name_2St Louis School                      0.49242   
## org_name_2University Lab School                0.24194   
## org_name_2Waiakea High School                  0.38888   
## org_name_2Waialua High School                  0.48365   
## org_name_2Waianae High School                  0.56491   
## org_name_2Waimea High School                   0.49144   
## org_name_2Waipahu High School                  0.69442   
## user_current_sport_2Basketball                 0.02972 * 
## user_current_sport_2Boating Related            0.37152   
## user_current_sport_2Bowling                    0.28074   
## user_current_sport_2Boxing                     0.49941   
## user_current_sport_2Cheerleading               0.00928 **
## user_current_sport_2Dance                      0.23764   
## user_current_sport_2Diving                     0.71424   
## user_current_sport_2Equestrian Sports          0.72298   
## user_current_sport_2Fencing                    0.52365   
## user_current_sport_2Field Hockey               0.63174   
## user_current_sport_2Football                   0.07630 . 
## user_current_sport_2Football Freshman          0.14835   
## user_current_sport_2Football Junior Varsity    0.42946   
## user_current_sport_2Football Middle School     0.76166   
## user_current_sport_2Football Varsity           0.83503   
## user_current_sport_2Golf                       0.25807   
## user_current_sport_2Gymnastics                 0.01009 * 
## user_current_sport_2Martial Arts               0.28427   
## user_current_sport_2Motorsports                0.33467   
## user_current_sport_2Paddling                   0.40201   
## user_current_sport_2Rifle                      0.32451   
## user_current_sport_2Rowing                     0.48020   
## user_current_sport_2Rugby                      0.36800   
## user_current_sport_2Sailing                    0.92984   
## user_current_sport_2Skipped                    0.07916 . 
## user_current_sport_2Snowboarding boardercross  0.84925   
## user_current_sport_2Soccer                     0.00638 **
## user_current_sport_2Softball                   0.04255 * 
## user_current_sport_2Swimming                   0.13568   
## user_current_sport_2Tennis                     0.01661 * 
## user_current_sport_2Track & Field              0.20164   
## user_current_sport_2Ultimate Frisbee           0.40122   
## user_current_sport_2Volleyball                 0.00835 **
## user_current_sport_2Water Polo                 0.00869 **
## user_current_sport_2Wrestling                  0.41902   
## user_current_sport_2X-Country                  0.21684   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.746 on 8803 degrees of freedom
##   (9493 observations deleted due to missingness)
## Multiple R-squared:  0.01983,    Adjusted R-squared:  0.008919 
## F-statistic: 1.817 on 98 and 8803 DF,  p-value: 1.671e-06

Reaction Time

Baseline 1 Model

## 
## Call:
## lm(formula = user_reaction_time_composite_score_1 ~ user_age_1 + 
##     org_name_1 + user_current_sport_1, data = baseline_final)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.24365 -0.06508 -0.01638  0.04466  2.10561 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                  0.7662150  0.1082255   7.080
## user_age_1                                  -0.0111620  0.0009673 -11.539
## org_name_1Aiea High School                  -0.0106945  0.0761181  -0.140
## org_name_1Anuenue Schools                   -0.0329323  0.0767445  -0.429
## org_name_1Assets School                     -0.0031060  0.0780668  -0.040
## org_name_1Baldwin High School               -0.0252563  0.0769924  -0.328
## org_name_1Campbell High School              -0.0268873  0.0758356  -0.355
## org_name_1Castle High School                -0.0277354  0.0756992  -0.366
## org_name_1Christian Academy                 -0.0406848  0.0775484  -0.525
## org_name_1Damien Memorial School            -0.0276056  0.0757594  -0.364
## org_name_1Farrington High School            -0.0341526  0.0756977  -0.451
## org_name_1Hana High School                   0.0111277  0.0783214   0.142
## org_name_1Hanalani School                   -0.0430162  0.0760453  -0.566
## org_name_1Hawaii Baptist Academy            -0.0579955  0.0758292  -0.765
## org_name_1Hilo High School                  -0.0563937  0.0759340  -0.743
## org_name_1Honokaa High School               -0.0025486  0.0761996  -0.033
## org_name_1Honolulu Waldorf School            0.0149528  0.0799518   0.187
## org_name_1Iolani School                     -0.0501822  0.0756405  -0.663
## org_name_1Island Pacific Academy            -0.0448331  0.0769188  -0.583
## org_name_1Kahuku High  School               -0.0308416  0.0757088  -0.407
## org_name_1Kailua High School                -0.0294104  0.0759020  -0.387
## org_name_1Kaimuki High School               -0.0045687  0.0759419  -0.060
## org_name_1Kaiser High School                -0.0648573  0.0757624  -0.856
## org_name_1Kalaheo High School               -0.0360075  0.0757984  -0.475
## org_name_1Kalani High School                -0.0706249  0.0756819  -0.933
## org_name_1Kapaa High School                 -0.0347171  0.0757186  -0.459
## org_name_1Kapolei High School               -0.0237858  0.0758773  -0.313
## org_name_1Kau High School                   -0.0039305  0.0778660  -0.050
## org_name_1Kauai High School                 -0.0473530  0.0758252  -0.625
## org_name_1Keaau High School                 -0.0313186  0.0757857  -0.413
## org_name_1Kealakehe High School             -0.0544170  0.0756244  -0.720
## org_name_1King Kekaulike High School        -0.0350960  0.0758193  -0.463
## org_name_1Kohala High School                -0.0372144  0.1067388  -0.349
## org_name_1Konawaena High School             -0.0670743  0.0762509  -0.880
## org_name_1La Pietra                          0.0015665  0.0764117   0.021
## org_name_1Lahainaluna High School           -0.0476898  0.0759035  -0.628
## org_name_1Lanai High School                 -0.0322467  0.0777695  -0.415
## org_name_1Lanakila High School              -0.0309420  0.0783869  -0.395
## org_name_1Le Jardin Academy                 -0.0303227  0.0761708  -0.398
## org_name_1Leilehua High School              -0.0426465  0.0756571  -0.564
## org_name_1Lutheran School                   -0.0504865  0.0871535  -0.579
## org_name_1Maui High School                  -0.0209869  0.0758931  -0.277
## org_name_1McKinley High School              -0.0599946  0.0757594  -0.792
## org_name_1Mid Pacific Institute             -0.0169942  0.0756585  -0.225
## org_name_1Mililani High School              -0.0459090  0.0756253  -0.607
## org_name_1Moanalua High School              -0.0465426  0.0757986  -0.614
## org_name_1Molokai                           -0.0034760  0.0789627  -0.044
## org_name_1Nanakuli High School               0.0104062  0.0762487   0.136
## org_name_1Pacific Buddhist Academy          -0.0718579  0.0839761  -0.856
## org_name_1Pahoa High School                 -0.0231382  0.0776700  -0.298
## org_name_1Pearl City High School            -0.0263846  0.0756456  -0.349
## org_name_1Radford High School               -0.0551253  0.0759465  -0.726
## org_name_1Roosevelt High School              0.0406132  0.0758842   0.535
## org_name_1Sacred Hearts Academy             -0.0205592  0.0759102  -0.271
## org_name_1St Andrews Priory                 -0.0194464  0.0766582  -0.254
## org_name_1St Francis                        -0.0351346  0.0760996  -0.462
## org_name_1St Louis School                   -0.0246692  0.0760507  -0.324
## org_name_1University Lab School             -0.0275847  0.0759067  -0.363
## org_name_1Waiakea High School               -0.0401309  0.0763601  -0.526
## org_name_1Waialua High School               -0.0400371  0.0759019  -0.527
## org_name_1Waianae High School               -0.0089287  0.0763803  -0.117
## org_name_1Waimea High School                -0.0352954  0.0758824  -0.465
## org_name_1Waipahu High School               -0.0537106  0.0768509  -0.699
## user_current_sport_1Baseball                 0.0675856  0.0763811   0.885
## user_current_sport_1Basketball               0.0774853  0.0763000   1.016
## user_current_sport_1Boating Related          0.0841657  0.0811157   1.038
## user_current_sport_1Bobsled                  0.7001532  0.1087467   6.438
## user_current_sport_1Bowling                  0.0560218  0.0901118   0.622
## user_current_sport_1Boxing                   0.0752645  0.0931650   0.808
## user_current_sport_1Bull Riding              0.2183368  0.1317336   1.657
## user_current_sport_1Cheerleading             0.0853472  0.0764266   1.117
## user_current_sport_1Dance                    0.0859181  0.0847970   1.013
## user_current_sport_1Diving                   0.1295827  0.1313765   0.986
## user_current_sport_1Equestrian Sports        0.1545183  0.1075527   1.437
## user_current_sport_1Fencing                  0.1047227  0.1311579   0.798
## user_current_sport_1Field Hockey            -0.0017915  0.1312045  -0.014
## user_current_sport_1Football                 0.1012143  0.0763280   1.326
## user_current_sport_1Football Freshman        0.0988116  0.0764386   1.293
## user_current_sport_1Football Junior Varsity  0.0826640  0.0763565   1.083
## user_current_sport_1Football Middle School   0.0889674  0.0780448   1.140
## user_current_sport_1Football Varsity         0.0921572  0.0767704   1.200
## user_current_sport_1Golf                     0.0457931  0.0798054   0.574
## user_current_sport_1Gymnastics               0.0959160  0.0817200   1.174
## user_current_sport_1Ice Hockey               0.0822480  0.1088598   0.756
## user_current_sport_1Lacrosse                 0.2535607  0.1311566   1.933
## user_current_sport_1Martial Arts             0.0768066  0.0765731   1.003
## user_current_sport_1Motocross                0.1852750  0.1311945   1.412
## user_current_sport_1Paddling                 0.0726132  0.0799579   0.908
## user_current_sport_1Powerlifting             0.1030239  0.1313284   0.784
## user_current_sport_1Rifle                    0.0594495  0.1313012   0.453
## user_current_sport_1Rowing                   0.0504858  0.0806523   0.626
## user_current_sport_1Rugby                    0.2418986  0.0984028   2.458
## user_current_sport_1Sailing                  0.0832481  0.0931573   0.894
## user_current_sport_1Skateboarding            0.0885268  0.0933121   0.949
## user_current_sport_1Skipped                  0.1340765  0.0772388   1.736
## user_current_sport_1Snowboarding free ride   0.2141511  0.1312937   1.631
## user_current_sport_1Snowboarding halfpipe    0.3252809  0.1076468   3.022
## user_current_sport_1Soccer                   0.0708540  0.0763091   0.929
## user_current_sport_1Softball                 0.0782382  0.0764375   1.024
## user_current_sport_1Swimming                 0.0740743  0.0769544   0.963
## user_current_sport_1Tennis                   0.0705544  0.0768182   0.918
## user_current_sport_1Track & Field            0.0841469  0.0771274   1.091
## user_current_sport_1Ultimate Frisbee         0.0316137  0.1336940   0.236
## user_current_sport_1Volleyball               0.0747939  0.0762742   0.981
## user_current_sport_1Water Polo               0.0868525  0.0766809   1.133
## user_current_sport_1Wrestling                0.1032247  0.0764199   1.351
## user_current_sport_1X-Country                0.0731712  0.0769501   0.951
##                                             Pr(>|t|)    
## (Intercept)                                 1.53e-12 ***
## user_age_1                                   < 2e-16 ***
## org_name_1Aiea High School                   0.88827    
## org_name_1Anuenue Schools                    0.66785    
## org_name_1Assets School                      0.96826    
## org_name_1Baldwin High School                0.74289    
## org_name_1Campbell High School               0.72294    
## org_name_1Castle High School                 0.71408    
## org_name_1Christian Academy                  0.59985    
## org_name_1Damien Memorial School             0.71558    
## org_name_1Farrington High School             0.65187    
## org_name_1Hana High School                   0.88702    
## org_name_1Hanalani School                    0.57163    
## org_name_1Hawaii Baptist Academy             0.44440    
## org_name_1Hilo High School                   0.45770    
## org_name_1Honokaa High School                0.97332    
## org_name_1Honolulu Waldorf School            0.85165    
## org_name_1Iolani School                      0.50707    
## org_name_1Island Pacific Academy             0.56000    
## org_name_1Kahuku High  School                0.68374    
## org_name_1Kailua High School                 0.69841    
## org_name_1Kaimuki High School                0.95203    
## org_name_1Kaiser High School                 0.39198    
## org_name_1Kalaheo High School                0.63477    
## org_name_1Kalani High School                 0.35075    
## org_name_1Kapaa High School                  0.64660    
## org_name_1Kapolei High School                0.75392    
## org_name_1Kau High School                    0.95974    
## org_name_1Kauai High School                  0.53231    
## org_name_1Keaau High School                  0.67943    
## org_name_1Kealakehe High School              0.47181    
## org_name_1King Kekaulike High School         0.64345    
## org_name_1Kohala High School                 0.72736    
## org_name_1Konawaena High School              0.37907    
## org_name_1La Pietra                          0.98364    
## org_name_1Lahainaluna High School            0.52982    
## org_name_1Lanai High School                  0.67841    
## org_name_1Lanakila High School               0.69305    
## org_name_1Le Jardin Academy                  0.69057    
## org_name_1Leilehua High School               0.57298    
## org_name_1Lutheran School                    0.56241    
## org_name_1Maui High School                   0.78214    
## org_name_1McKinley High School               0.42843    
## org_name_1Mid Pacific Institute              0.82228    
## org_name_1Mililani High School               0.54382    
## org_name_1Moanalua High School               0.53921    
## org_name_1Molokai                            0.96489    
## org_name_1Nanakuli High School               0.89145    
## org_name_1Pacific Buddhist Academy           0.39219    
## org_name_1Pahoa High School                  0.76578    
## org_name_1Pearl City High School             0.72725    
## org_name_1Radford High School                0.46795    
## org_name_1Roosevelt High School              0.59252    
## org_name_1Sacred Hearts Academy              0.78652    
## org_name_1St Andrews Priory                  0.79975    
## org_name_1St Francis                         0.64431    
## org_name_1St Louis School                    0.74566    
## org_name_1University Lab School              0.71631    
## org_name_1Waiakea High School                0.59921    
## org_name_1Waialua High School                0.59787    
## org_name_1Waianae High School                0.90694    
## org_name_1Waimea High School                 0.64185    
## org_name_1Waipahu High School                0.48463    
## user_current_sport_1Baseball                 0.37626    
## user_current_sport_1Basketball               0.30987    
## user_current_sport_1Boating Related          0.29948    
## user_current_sport_1Bobsled                 1.26e-10 ***
## user_current_sport_1Bowling                  0.53416    
## user_current_sport_1Boxing                   0.41919    
## user_current_sport_1Bull Riding              0.09747 .  
## user_current_sport_1Cheerleading             0.26414    
## user_current_sport_1Dance                    0.31098    
## user_current_sport_1Diving                   0.32399    
## user_current_sport_1Equestrian Sports        0.15084    
## user_current_sport_1Fencing                  0.42463    
## user_current_sport_1Field Hockey             0.98911    
## user_current_sport_1Football                 0.18485    
## user_current_sport_1Football Freshman        0.19615    
## user_current_sport_1Football Junior Varsity  0.27901    
## user_current_sport_1Football Middle School   0.25433    
## user_current_sport_1Football Varsity         0.23000    
## user_current_sport_1Golf                     0.56611    
## user_current_sport_1Gymnastics               0.24054    
## user_current_sport_1Ice Hockey               0.44994    
## user_current_sport_1Lacrosse                 0.05323 .  
## user_current_sport_1Martial Arts             0.31586    
## user_current_sport_1Motocross                0.15792    
## user_current_sport_1Paddling                 0.36382    
## user_current_sport_1Powerlifting             0.43278    
## user_current_sport_1Rifle                    0.65072    
## user_current_sport_1Rowing                   0.53135    
## user_current_sport_1Rugby                    0.01398 *  
## user_current_sport_1Sailing                  0.37154    
## user_current_sport_1Skateboarding            0.34279    
## user_current_sport_1Skipped                  0.08262 .  
## user_current_sport_1Snowboarding free ride   0.10290    
## user_current_sport_1Snowboarding halfpipe    0.00252 ** 
## user_current_sport_1Soccer                   0.35316    
## user_current_sport_1Softball                 0.30607    
## user_current_sport_1Swimming                 0.33578    
## user_current_sport_1Tennis                   0.35840    
## user_current_sport_1Track & Field            0.27529    
## user_current_sport_1Ultimate Frisbee         0.81308    
## user_current_sport_1Volleyball               0.32682    
## user_current_sport_1Water Polo               0.25739    
## user_current_sport_1Wrestling                0.17680    
## user_current_sport_1X-Country                0.34168    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1066 on 10762 degrees of freedom
##   (7526 observations deleted due to missingness)
## Multiple R-squared:  0.06378,    Adjusted R-squared:  0.05455 
## F-statistic: 6.916 on 106 and 10762 DF,  p-value: < 2.2e-16

Baseline 2 Model

## 
## Call:
## lm(formula = user_reaction_time_composite_score_2 ~ user_age_2 + 
##     org_name_2 + user_current_sport_2, data = baseline_final)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.79906 -0.04579 -0.00544  0.03910  0.43712 
## 
## Coefficients:
##                                                 Estimate Std. Error t value
## (Intercept)                                    0.7681407  0.0693622  11.074
## user_age_2                                    -0.0055470  0.0005802  -9.560
## org_name_2Aiea High School                    -0.0556490  0.0475980  -1.169
## org_name_2Anuenue Schools                     -0.0636290  0.0479963  -1.326
## org_name_2Assets School                       -0.0656453  0.0487937  -1.345
## org_name_2Baldwin High School                 -0.0627008  0.0481473  -1.302
## org_name_2Campbell High School                -0.0619525  0.0474393  -1.306
## org_name_2Castle High School                  -0.0602358  0.0473410  -1.272
## org_name_2Christian Academy                   -0.0558730  0.0483444  -1.156
## org_name_2Damien Memorial School              -0.0574420  0.0473460  -1.213
## org_name_2Farrington High School              -0.0648608  0.0473361  -1.370
## org_name_2Hana High School                    -0.0165293  0.0488293  -0.339
## org_name_2Hanalani School                     -0.0796446  0.0475214  -1.676
## org_name_2Hawaii Baptist Academy              -0.0812109  0.0473840  -1.714
## org_name_2Hilo High School                    -0.0856351  0.0474973  -1.803
## org_name_2Honokaa High School                 -0.0403973  0.0476392  -0.848
## org_name_2Honolulu Waldorf School             -0.0477381  0.0499092  -0.956
## org_name_2Iolani School                       -0.0879088  0.0472665  -1.860
## org_name_2Island Pacific Academy              -0.0741690  0.0480661  -1.543
## org_name_2Kahuku High  School                 -0.0671225  0.0473553  -1.417
## org_name_2Kailua High School                  -0.0672714  0.0474717  -1.417
## org_name_2Kaimuki High School                 -0.0436922  0.0474882  -0.920
## org_name_2Kaiser High School                  -0.0950788  0.0473834  -2.007
## org_name_2Kalaheo High School                 -0.0684313  0.0474041  -1.444
## org_name_2Kalani High School                  -0.0970032  0.0473282  -2.050
## org_name_2Kapaa High School                   -0.0698996  0.0473516  -1.476
## org_name_2Kapolei High School                 -0.0667654  0.0474455  -1.407
## org_name_2Kau High School                     -0.0592985  0.0485558  -1.221
## org_name_2Kauai High School                   -0.0743144  0.0474078  -1.568
## org_name_2Keaau High School                   -0.0654363  0.0473998  -1.381
## org_name_2Kealakehe High School               -0.0877537  0.0473010  -1.855
## org_name_2King Kekaulike High School          -0.0707725  0.0474171  -1.493
## org_name_2Kohala High School                  -0.0483623  0.0664978  -0.727
## org_name_2Konawaena High School               -0.0949425  0.0476752  -1.991
## org_name_2La Pietra                           -0.0373981  0.0477608  -0.783
## org_name_2Lahainaluna High School             -0.0726416  0.0474753  -1.530
## org_name_2Lanai High School                   -0.0448525  0.0486331  -0.922
## org_name_2Lanakila High School                -0.0461424  0.0488711  -0.944
## org_name_2Le Jardin Academy                   -0.0689057  0.0476175  -1.447
## org_name_2Leilehua High School                -0.0707674  0.0473147  -1.496
## org_name_2Lutheran School                     -0.0497568  0.0557960  -0.892
## org_name_2Maui High School                    -0.0677140  0.0474596  -1.427
## org_name_2McKinley High School                -0.0811797  0.0473796  -1.713
## org_name_2Mid Pacific Institute               -0.0522218  0.0472889  -1.104
## org_name_2Mililani High School                -0.0728674  0.0472972  -1.541
## org_name_2Moanalua High School                -0.0794242  0.0474002  -1.676
## org_name_2Molokai                             -0.0450995  0.0493967  -0.913
## org_name_2Nanakuli High School                -0.0398231  0.0476823  -0.835
## org_name_2Pacific Buddhist Academy            -0.0702740  0.0519593  -1.352
## org_name_2Pahoa High School                   -0.0542815  0.0485597  -1.118
## org_name_2Pearl City High School              -0.0633294  0.0473055  -1.339
## org_name_2Radford High School                 -0.0773263  0.0474955  -1.628
## org_name_2Roosevelt High School               -0.0762433  0.0474543  -1.607
## org_name_2Sacred Hearts Academy               -0.0566332  0.0474553  -1.193
## org_name_2St Andrews Priory                   -0.0519399  0.0479120  -1.084
## org_name_2St Francis                          -0.0561877  0.0475583  -1.181
## org_name_2St Louis School                     -0.0582517  0.0475403  -1.225
## org_name_2University Lab School               -0.0595194  0.0474301  -1.255
## org_name_2Waiakea High School                 -0.0725391  0.0477511  -1.519
## org_name_2Waialua High School                 -0.0611095  0.0474683  -1.287
## org_name_2Waianae High School                 -0.0471796  0.0477682  -0.988
## org_name_2Waimea High School                  -0.0668262  0.0474510  -1.408
## org_name_2Waipahu High School                 -0.0751516  0.0480448  -1.564
## user_current_sport_2Badminton                 -0.0486167  0.0819385  -0.593
## user_current_sport_2Baseball                  -0.0434775  0.0481860  -0.902
## user_current_sport_2Basketball                -0.0343396  0.0481518  -0.713
## user_current_sport_2Boating Related           -0.0582512  0.0508225  -1.146
## user_current_sport_2Bowling                   -0.0467855  0.0501627  -0.933
## user_current_sport_2Boxing                    -0.0208386  0.0820193  -0.254
## user_current_sport_2Bull Riding               -0.0737540  0.0819753  -0.900
## user_current_sport_2Cheerleading              -0.0256058  0.0482518  -0.531
## user_current_sport_2Dance                     -0.0245614  0.0672008  -0.365
## user_current_sport_2Diving                    -0.0058107  0.0564651  -0.103
## user_current_sport_2Equestrian Sports          0.0534893  0.0820101   0.652
## user_current_sport_2Fencing                   -0.0914804  0.0817703  -1.119
## user_current_sport_2Field Hockey               0.0252177  0.0671492   0.376
## user_current_sport_2Football                  -0.0204049  0.0481838  -0.423
## user_current_sport_2Football Freshman         -0.0194675  0.0496078  -0.392
## user_current_sport_2Football Junior Varsity   -0.0058013  0.0487913  -0.119
## user_current_sport_2Football Middle School    -0.0314744  0.0517176  -0.609
## user_current_sport_2Football Varsity          -0.0271958  0.0481785  -0.564
## user_current_sport_2Golf                      -0.0550494  0.0497925  -1.106
## user_current_sport_2Gymnastics                -0.0271614  0.0615916  -0.441
## user_current_sport_2Ice Hockey                -0.0820087  0.0681020  -1.204
## user_current_sport_2Martial Arts              -0.0308303  0.0482476  -0.639
## user_current_sport_2Motocross                 -0.0098424  0.0821619  -0.120
## user_current_sport_2Motorsports               -0.0719325  0.0821690  -0.875
## user_current_sport_2Paddling                  -0.0220486  0.0489418  -0.451
## user_current_sport_2Rifle                     -0.0280192  0.0525210  -0.533
## user_current_sport_2Rowing                    -0.0579266  0.0495292  -1.170
## user_current_sport_2Rugby                      0.1437570  0.0813106   1.768
## user_current_sport_2Sailing                   -0.0664388  0.0566248  -1.173
## user_current_sport_2Skateboarding             -0.0215818  0.0672966  -0.321
## user_current_sport_2Skipped                   -0.0113289  0.0481419  -0.235
## user_current_sport_2Snowboarding boardercross -0.0287484  0.0820175  -0.351
## user_current_sport_2Soccer                    -0.0387271  0.0481578  -0.804
## user_current_sport_2Softball                  -0.0349228  0.0482582  -0.724
## user_current_sport_2Swimming                  -0.0113141  0.0487910  -0.232
## user_current_sport_2Tennis                    -0.0412050  0.0485063  -0.849
## user_current_sport_2Track & Field             -0.0435602  0.0484573  -0.899
## user_current_sport_2Volleyball                -0.0396503  0.0481632  -0.823
## user_current_sport_2Water Polo                -0.0234724  0.0483126  -0.486
## user_current_sport_2Wrestling                 -0.0213946  0.0481922  -0.444
## user_current_sport_2X-Country                 -0.0323022  0.0485070  -0.666
##                                               Pr(>|t|)    
## (Intercept)                                     <2e-16 ***
## user_age_2                                      <2e-16 ***
## org_name_2Aiea High School                      0.2424    
## org_name_2Anuenue Schools                       0.1850    
## org_name_2Assets School                         0.1785    
## org_name_2Baldwin High School                   0.1929    
## org_name_2Campbell High School                  0.1916    
## org_name_2Castle High School                    0.2033    
## org_name_2Christian Academy                     0.2478    
## org_name_2Damien Memorial School                0.2251    
## org_name_2Farrington High School                0.1706    
## org_name_2Hana High School                      0.7350    
## org_name_2Hanalani School                       0.0938 .  
## org_name_2Hawaii Baptist Academy                0.0866 .  
## org_name_2Hilo High School                      0.0714 .  
## org_name_2Honokaa High School                   0.3965    
## org_name_2Honolulu Waldorf School               0.3388    
## org_name_2Iolani School                         0.0629 .  
## org_name_2Island Pacific Academy                0.1228    
## org_name_2Kahuku High  School                   0.1564    
## org_name_2Kailua High School                    0.1565    
## org_name_2Kaimuki High School                   0.3576    
## org_name_2Kaiser High School                    0.0448 *  
## org_name_2Kalaheo High School                   0.1489    
## org_name_2Kalani High School                    0.0404 *  
## org_name_2Kapaa High School                     0.1399    
## org_name_2Kapolei High School                   0.1594    
## org_name_2Kau High School                       0.2220    
## org_name_2Kauai High School                     0.1170    
## org_name_2Keaau High School                     0.1675    
## org_name_2Kealakehe High School                 0.0636 .  
## org_name_2King Kekaulike High School            0.1356    
## org_name_2Kohala High School                    0.4671    
## org_name_2Konawaena High School                 0.0465 *  
## org_name_2La Pietra                             0.4336    
## org_name_2Lahainaluna High School               0.1260    
## org_name_2Lanai High School                     0.3564    
## org_name_2Lanakila High School                  0.3451    
## org_name_2Le Jardin Academy                     0.1479    
## org_name_2Leilehua High School                  0.1348    
## org_name_2Lutheran School                       0.3725    
## org_name_2Maui High School                      0.1537    
## org_name_2McKinley High School                  0.0867 .  
## org_name_2Mid Pacific Institute                 0.2695    
## org_name_2Mililani High School                  0.1234    
## org_name_2Moanalua High School                  0.0938 .  
## org_name_2Molokai                               0.3613    
## org_name_2Nanakuli High School                  0.4036    
## org_name_2Pacific Buddhist Academy              0.1762    
## org_name_2Pahoa High School                     0.2637    
## org_name_2Pearl City High School                0.1807    
## org_name_2Radford High School                   0.1035    
## org_name_2Roosevelt High School                 0.1082    
## org_name_2Sacred Hearts Academy                 0.2327    
## org_name_2St Andrews Priory                     0.2784    
## org_name_2St Francis                            0.2374    
## org_name_2St Louis School                       0.2205    
## org_name_2University Lab School                 0.2095    
## org_name_2Waiakea High School                   0.1288    
## org_name_2Waialua High School                   0.1980    
## org_name_2Waianae High School                   0.3233    
## org_name_2Waimea High School                    0.1591    
## org_name_2Waipahu High School                   0.1178    
## user_current_sport_2Badminton                   0.5530    
## user_current_sport_2Baseball                    0.3669    
## user_current_sport_2Basketball                  0.4758    
## user_current_sport_2Boating Related             0.2518    
## user_current_sport_2Bowling                     0.3510    
## user_current_sport_2Boxing                      0.7994    
## user_current_sport_2Bull Riding                 0.3683    
## user_current_sport_2Cheerleading                0.5957    
## user_current_sport_2Dance                       0.7148    
## user_current_sport_2Diving                      0.9180    
## user_current_sport_2Equestrian Sports           0.5143    
## user_current_sport_2Fencing                     0.2633    
## user_current_sport_2Field Hockey                0.7073    
## user_current_sport_2Football                    0.6720    
## user_current_sport_2Football Freshman           0.6948    
## user_current_sport_2Football Junior Varsity     0.9054    
## user_current_sport_2Football Middle School      0.5428    
## user_current_sport_2Football Varsity            0.5724    
## user_current_sport_2Golf                        0.2689    
## user_current_sport_2Gymnastics                  0.6592    
## user_current_sport_2Ice Hockey                  0.2285    
## user_current_sport_2Martial Arts                0.5228    
## user_current_sport_2Motocross                   0.9046    
## user_current_sport_2Motorsports                 0.3814    
## user_current_sport_2Paddling                    0.6524    
## user_current_sport_2Rifle                       0.5937    
## user_current_sport_2Rowing                      0.2422    
## user_current_sport_2Rugby                       0.0771 .  
## user_current_sport_2Sailing                     0.2407    
## user_current_sport_2Skateboarding               0.7484    
## user_current_sport_2Skipped                     0.8140    
## user_current_sport_2Snowboarding boardercross   0.7260    
## user_current_sport_2Soccer                      0.4213    
## user_current_sport_2Softball                    0.4693    
## user_current_sport_2Swimming                    0.8166    
## user_current_sport_2Tennis                      0.3956    
## user_current_sport_2Track & Field               0.3687    
## user_current_sport_2Volleyball                  0.4104    
## user_current_sport_2Water Polo                  0.6271    
## user_current_sport_2Wrestling                   0.6571    
## user_current_sport_2X-Country                   0.5055    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.06624 on 10815 degrees of freedom
##   (7476 observations deleted due to missingness)
## Multiple R-squared:  0.07597,    Adjusted R-squared:  0.06717 
## F-statistic: 8.633 on 103 and 10815 DF,  p-value: < 2.2e-16

Score Increase Model

## 
## Call:
## lm(formula = reaction_time_diff ~ user_age_2 + org_name_2 + user_current_sport_2, 
##     data = baseline_final)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.15792 -0.04829 -0.01827  0.02622  2.19349 
## 
## Coefficients:
##                                                 Estimate Std. Error t value
## (Intercept)                                    0.0859827  0.0875619   0.982
## user_age_2                                    -0.0017444  0.0007325  -2.382
## org_name_2Aiea High School                     0.0580963  0.0600871   0.967
## org_name_2Anuenue Schools                      0.0424242  0.0605899   0.700
## org_name_2Assets School                        0.0648884  0.0615965   1.053
## org_name_2Baldwin High School                  0.0444322  0.0607805   0.731
## org_name_2Campbell High School                 0.0442741  0.0598867   0.739
## org_name_2Castle High School                   0.0422137  0.0597626   0.706
## org_name_2Christian Academy                    0.0276641  0.0610293   0.453
## org_name_2Damien Memorial School               0.0447751  0.0597689   0.749
## org_name_2Farrington High School               0.0409557  0.0597564   0.685
## org_name_2Hana High School                     0.0431688  0.0616414   0.700
## org_name_2Hanalani School                      0.0492556  0.0599903   0.821
## org_name_2Hawaii Baptist Academy               0.0385103  0.0598170   0.644
## org_name_2Hilo High School                     0.0391984  0.0599600   0.654
## org_name_2Honokaa High School                  0.0401428  0.0601391   0.667
## org_name_2Honolulu Waldorf School              0.0759878  0.0630047   1.206
## org_name_2Iolani School                        0.0520050  0.0596685   0.872
## org_name_2Island Pacific Academy               0.0404443  0.0606780   0.667
## org_name_2Kahuku High  School                  0.0439383  0.0597807   0.735
## org_name_2Kailua High School                   0.0479184  0.0599275   0.800
## org_name_2Kaimuki High School                  0.0500954  0.0599484   0.836
## org_name_2Kaiser High School                   0.0386571  0.0598161   0.646
## org_name_2Kalaheo High School                  0.0445727  0.0598422   0.745
## org_name_2Kalani High School                   0.0360416  0.0597465   0.603
## org_name_2Kapaa High School                    0.0464317  0.0597760   0.777
## org_name_2Kapolei High School                  0.0489528  0.0598945   0.817
## org_name_2Kau High School                      0.0575150  0.0612961   0.938
## org_name_2Kauai High School                    0.0346977  0.0598470   0.580
## org_name_2Keaau High School                    0.0430088  0.0598369   0.719
## org_name_2Kealakehe High School                0.0371026  0.0597121   0.621
## org_name_2King Kekaulike High School           0.0444737  0.0598587   0.743
## org_name_2Kohala High School                   0.0251618  0.0839460   0.300
## org_name_2Konawaena High School                0.0392930  0.0601845   0.653
## org_name_2La Pietra                            0.0556907  0.0602926   0.924
## org_name_2Lahainaluna High School              0.0360916  0.0599321   0.602
## org_name_2Lanai High School                    0.0192841  0.0613937   0.314
## org_name_2Lanakila High School                 0.0281430  0.0616942   0.456
## org_name_2Le Jardin Academy                    0.0534187  0.0601117   0.889
## org_name_2Leilehua High School                 0.0380328  0.0597294   0.637
## org_name_2Lutheran School                      0.0127354  0.0704361   0.181
## org_name_2Maui High School                     0.0541231  0.0599123   0.903
## org_name_2McKinley High School                 0.0305540  0.0598113   0.511
## org_name_2Mid Pacific Institute                0.0488735  0.0596969   0.819
## org_name_2Mililani High School                 0.0391197  0.0597074   0.655
## org_name_2Moanalua High School                 0.0422392  0.0598373   0.706
## org_name_2Molokai                              0.0486804  0.0623577   0.781
## org_name_2Nanakuli High School                 0.0596812  0.0601935   0.991
## org_name_2Pacific Buddhist Academy             0.0075079  0.0655927   0.114
## org_name_2Pahoa High School                    0.0336916  0.0613011   0.550
## org_name_2Pearl City High School               0.0509844  0.0597178   0.854
## org_name_2Radford High School                  0.0302357  0.0599576   0.504
## org_name_2Roosevelt High School                0.1227673  0.0599056   2.049
## org_name_2Sacred Hearts Academy                0.0445581  0.0599069   0.744
## org_name_2St Andrews Priory                    0.0431003  0.0604834   0.713
## org_name_2St Francis                           0.0414921  0.0600369   0.691
## org_name_2St Louis School                      0.0417104  0.0600142   0.695
## org_name_2University Lab School                0.0482287  0.0598751   0.805
## org_name_2Waiakea High School                  0.0420186  0.0602803   0.697
## org_name_2Waialua High School                  0.0331211  0.0599233   0.553
## org_name_2Waianae High School                  0.0468664  0.0603019   0.777
## org_name_2Waimea High School                   0.0450792  0.0599014   0.753
## org_name_2Waipahu High School                  0.0292008  0.0606511   0.481
## user_current_sport_2Badminton                 -0.0425465  0.1034380  -0.411
## user_current_sport_2Baseball                  -0.0279748  0.0608293  -0.460
## user_current_sport_2Basketball                -0.0243294  0.0607861  -0.400
## user_current_sport_2Boating Related           -0.0794797  0.0641577  -1.239
## user_current_sport_2Bowling                   -0.0356822  0.0633247  -0.563
## user_current_sport_2Boxing                     0.3091829  0.1035400   2.986
## user_current_sport_2Bull Riding                0.0027288  0.1034844   0.026
## user_current_sport_2Cheerleading              -0.0283268  0.0609124  -0.465
## user_current_sport_2Dance                     -0.0501746  0.0848334  -0.591
## user_current_sport_2Diving                    -0.0255268  0.0712808  -0.358
## user_current_sport_2Equestrian Sports         -0.0515346  0.1035284  -0.498
## user_current_sport_2Fencing                    0.1699222  0.1032257   1.646
## user_current_sport_2Field Hockey              -0.0143910  0.0847682  -0.170
## user_current_sport_2Football                  -0.0221366  0.0608265  -0.364
## user_current_sport_2Football Freshman         -0.0274977  0.0626242  -0.439
## user_current_sport_2Football Junior Varsity   -0.0312185  0.0615934  -0.507
## user_current_sport_2Football Middle School    -0.0175215  0.0652875  -0.268
## user_current_sport_2Football Varsity          -0.0160769  0.0608198  -0.264
## user_current_sport_2Golf                      -0.0246194  0.0628574  -0.392
## user_current_sport_2Gymnastics                -0.0007257  0.0777524  -0.009
## user_current_sport_2Ice Hockey                 0.0043756  0.0859710   0.051
## user_current_sport_2Martial Arts              -0.0235709  0.0609071  -0.387
## user_current_sport_2Motocross                 -0.0947980  0.1037200  -0.914
## user_current_sport_2Motorsports               -0.0643059  0.1037290  -0.620
## user_current_sport_2Paddling                  -0.0296216  0.0617835  -0.479
## user_current_sport_2Rifle                     -0.0313974  0.0663018  -0.474
## user_current_sport_2Rowing                    -0.0471402  0.0625250  -0.754
## user_current_sport_2Rugby                     -0.0120323  0.1026453  -0.117
## user_current_sport_2Sailing                    0.0102409  0.0714823   0.143
## user_current_sport_2Skateboarding             -0.0080516  0.0849543  -0.095
## user_current_sport_2Skipped                   -0.0164088  0.0607736  -0.270
## user_current_sport_2Snowboarding boardercross -0.0913093  0.1035377  -0.882
## user_current_sport_2Soccer                    -0.0282668  0.0607938  -0.465
## user_current_sport_2Softball                  -0.0278538  0.0609205  -0.457
## user_current_sport_2Swimming                  -0.0233725  0.0615931  -0.379
## user_current_sport_2Tennis                    -0.0322483  0.0612336  -0.527
## user_current_sport_2Track & Field             -0.0176032  0.0611718  -0.288
## user_current_sport_2Volleyball                -0.0246462  0.0608005  -0.405
## user_current_sport_2Water Polo                -0.0199394  0.0609892  -0.327
## user_current_sport_2Wrestling                 -0.0187975  0.0608372  -0.309
## user_current_sport_2X-Country                 -0.0324088  0.0612345  -0.529
##                                               Pr(>|t|)   
## (Intercept)                                    0.32614   
## user_age_2                                     0.01726 * 
## org_name_2Aiea High School                     0.33363   
## org_name_2Anuenue Schools                      0.48383   
## org_name_2Assets School                        0.29216   
## org_name_2Baldwin High School                  0.46478   
## org_name_2Campbell High School                 0.45974   
## org_name_2Castle High School                   0.47998   
## org_name_2Christian Academy                    0.65035   
## org_name_2Damien Memorial School               0.45379   
## org_name_2Farrington High School               0.49312   
## org_name_2Hana High School                     0.48374   
## org_name_2Hanalani School                      0.41163   
## org_name_2Hawaii Baptist Academy               0.51972   
## org_name_2Hilo High School                     0.51329   
## org_name_2Honokaa High School                  0.50447   
## org_name_2Honolulu Waldorf School              0.22782   
## org_name_2Iolani School                        0.38347   
## org_name_2Island Pacific Academy               0.50508   
## org_name_2Kahuku High  School                  0.46236   
## org_name_2Kailua High School                   0.42396   
## org_name_2Kaimuki High School                  0.40337   
## org_name_2Kaiser High School                   0.51812   
## org_name_2Kalaheo High School                  0.45639   
## org_name_2Kalani High School                   0.54636   
## org_name_2Kapaa High School                    0.43732   
## org_name_2Kapolei High School                  0.41377   
## org_name_2Kau High School                      0.34810   
## org_name_2Kauai High School                    0.56208   
## org_name_2Keaau High School                    0.47230   
## org_name_2Kealakehe High School                0.53438   
## org_name_2King Kekaulike High School           0.45751   
## org_name_2Kohala High School                   0.76438   
## org_name_2Konawaena High School                0.51385   
## org_name_2La Pietra                            0.35568   
## org_name_2Lahainaluna High School              0.54705   
## org_name_2Lanai High School                    0.75345   
## org_name_2Lanakila High School                 0.64828   
## org_name_2Le Jardin Academy                    0.37421   
## org_name_2Leilehua High School                 0.52430   
## org_name_2Lutheran School                      0.85652   
## org_name_2Maui High School                     0.36635   
## org_name_2McKinley High School                 0.60947   
## org_name_2Mid Pacific Institute                0.41298   
## org_name_2Mililani High School                 0.51236   
## org_name_2Moanalua High School                 0.48026   
## org_name_2Molokai                              0.43502   
## org_name_2Nanakuli High School                 0.32147   
## org_name_2Pacific Buddhist Academy             0.90887   
## org_name_2Pahoa High School                    0.58260   
## org_name_2Pearl City High School               0.39326   
## org_name_2Radford High School                  0.61407   
## org_name_2Roosevelt High School                0.04045 * 
## org_name_2Sacred Hearts Academy                0.45702   
## org_name_2St Andrews Priory                    0.47611   
## org_name_2St Francis                           0.48951   
## org_name_2St Louis School                      0.48706   
## org_name_2University Lab School                0.42056   
## org_name_2Waiakea High School                  0.48578   
## org_name_2Waialua High School                  0.58046   
## org_name_2Waianae High School                  0.43706   
## org_name_2Waimea High School                   0.45173   
## org_name_2Waipahu High School                  0.63020   
## user_current_sport_2Badminton                  0.68084   
## user_current_sport_2Baseball                   0.64560   
## user_current_sport_2Basketball                 0.68898   
## user_current_sport_2Boating Related            0.21544   
## user_current_sport_2Bowling                    0.57312   
## user_current_sport_2Boxing                     0.00283 **
## user_current_sport_2Bull Riding                0.97896   
## user_current_sport_2Cheerleading               0.64191   
## user_current_sport_2Dance                      0.55423   
## user_current_sport_2Diving                     0.72026   
## user_current_sport_2Equestrian Sports          0.61865   
## user_current_sport_2Fencing                    0.09977 . 
## user_current_sport_2Field Hockey               0.86520   
## user_current_sport_2Football                   0.71592   
## user_current_sport_2Football Freshman          0.66060   
## user_current_sport_2Football Junior Varsity    0.61227   
## user_current_sport_2Football Middle School     0.78842   
## user_current_sport_2Football Varsity           0.79153   
## user_current_sport_2Golf                       0.69531   
## user_current_sport_2Gymnastics                 0.99255   
## user_current_sport_2Ice Hockey                 0.95941   
## user_current_sport_2Martial Arts               0.69877   
## user_current_sport_2Motocross                  0.36075   
## user_current_sport_2Motorsports                0.53531   
## user_current_sport_2Paddling                   0.63163   
## user_current_sport_2Rifle                      0.63583   
## user_current_sport_2Rowing                     0.45090   
## user_current_sport_2Rugby                      0.90669   
## user_current_sport_2Sailing                    0.88608   
## user_current_sport_2Skateboarding              0.92449   
## user_current_sport_2Skipped                    0.78717   
## user_current_sport_2Snowboarding boardercross  0.37785   
## user_current_sport_2Soccer                     0.64197   
## user_current_sport_2Softball                   0.64753   
## user_current_sport_2Swimming                   0.70435   
## user_current_sport_2Tennis                     0.59845   
## user_current_sport_2Track & Field              0.77353   
## user_current_sport_2Volleyball                 0.68522   
## user_current_sport_2Water Polo                 0.74372   
## user_current_sport_2Wrestling                  0.75734   
## user_current_sport_2X-Country                  0.59664   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.08362 on 10815 degrees of freedom
##   (7476 observations deleted due to missingness)
## Multiple R-squared:  0.0283, Adjusted R-squared:  0.01904 
## F-statistic: 3.058 on 103 and 10815 DF,  p-value: < 2.2e-16